{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Action1  选择任意一张图片，对其进行灰度化，然后使用SVD进行图像的重构，当奇异值数量为原有的1%，10%，50%时，输出重构后的图像      \n",
    "1、完成代码，结果正确（10points）    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from scipy.linalg import svd\n",
    "from PIL import Image\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "# 取前k个特征，对图像进行还原\n",
    "def get_image_feature(s, k):\n",
    "    # 对于S，只保留前K%个特征值\n",
    "    s_temp = np.zeros(s.shape[0])\n",
    "    s_temp[0:int(s.shape[0]*k/100)] = s[0:int(s.shape[0]*k/100)]\n",
    "    s = s_temp * np.identity(s.shape[0])\n",
    "    # 用新的s_temp，以及p,q重构A\n",
    "    temp = np.dot(p,s)\n",
    "    temp = np.dot(temp,q)\n",
    "    plt.imshow(temp, cmap=plt.cm.gray, interpolation='nearest')\n",
    "    plt.show()\n",
    "#     print(A-temp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 加载256色图片,并且灰度处理\n",
    "image_pre = Image.open('./Pikachu.png')\n",
    "A_pre = np.array(image_pre)\n",
    "image = image_pre.convert(\"L\")\n",
    "A = np.array(image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1749, 2006)"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[[224, 164,  79, 255],\n",
       "        [225, 165,  81, 255],\n",
       "        [226, 165,  81, 255],\n",
       "        ...,\n",
       "        [200, 142,  96, 255],\n",
       "        [198, 137,  93, 255],\n",
       "        [193, 133,  89, 255]],\n",
       "\n",
       "       [[224, 164,  80, 255],\n",
       "        [225, 165,  81, 255],\n",
       "        [226, 165,  81, 255],\n",
       "        ...,\n",
       "        [202, 142,  96, 255],\n",
       "        [200, 138,  94, 255],\n",
       "        [195, 134,  90, 255]],\n",
       "\n",
       "       [[224, 164,  80, 255],\n",
       "        [226, 165,  81, 255],\n",
       "        [226, 165,  81, 255],\n",
       "        ...,\n",
       "        [205, 142,  96, 255],\n",
       "        [203, 137,  93, 255],\n",
       "        [198, 133,  89, 255]],\n",
       "\n",
       "       [[225, 164,  80, 255],\n",
       "        [226, 165,  81, 255],\n",
       "        [226, 165,  81, 255],\n",
       "        ...,\n",
       "        [207, 140,  94, 255],\n",
       "        [205, 135,  91, 255],\n",
       "        [200, 131,  86, 255]],\n",
       "\n",
       "       [[225, 164,  80, 255],\n",
       "        [226, 165,  81, 255],\n",
       "        [226, 165,  81, 255],\n",
       "        ...,\n",
       "        [209, 137,  91, 255],\n",
       "        [206, 132,  88, 255],\n",
       "        [201, 128,  83, 255]]], dtype=uint8)"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A_pre[0:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[172, 173, 174, ..., 154, 150, 146],\n",
       "       [172, 173, 174, ..., 155, 152, 147],\n",
       "       [172, 174, 174, ..., 156, 152, 147],\n",
       "       [173, 174, 174, ..., 155, 151, 147],\n",
       "       [173, 174, 174, ..., 153, 149, 145]], dtype=uint8)"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A[0:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x292f29d48e0>"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 显示原图\n",
    "plt.imshow(A_pre)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x292f7525d60>"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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FqVQKyWTSgANj0GybDdmQ2tpYN3Wl8zOCHtVU9o1ukbKfqx5c2zZF1UYlPt/L+vJdBBv1VgJrXliv6HLOB1XH2BYv4aLXqfq4srKCRCJREgOo6jXHKpvNmnYrA7TfrXXjvewbqq8Ubgq2ym5ZR2Vy9rPU+5pMJkscR/wsEokYNTASiSCXyyGZTBqHQDgcLgEmDTx3XdeYMAiedju1nupRVgGi3lZ6RDerPPWApqxJVRxdMDZN58LXDtdJBpRuqLUlhP2/qjn0bnGAKMV8Ph9CoZAZdFV1Wf9gMGjsBsrKCNqcpOpdUtYRDAaNRKS6wAkfCoXM5+wTCgKCH8M99Id9Q4DhglZA0QWjXkjtG44LUBq2oAZ7sgXGdSmgsi+o0nDSM1aK42er1loXCg3bTsW5oHtyuVhZP76PDIfxcYVCATU1Ncb5QsYVDAZNELbjOCVbeWx2SmcR28DxpB2Uc0FNFAQuZcqO4xjzgtqQyVoZ/qKqJNsXDodRVVWFmpoaI/To0KioqDBAx3HjvKawDofDSCQSqKioQCgUWjfGbCs/03GiAA0EAkilUqitrUU+n8fMzAxCoZCncPqs5akHNGCNNmtMC7AGbKo68rtoNGp0d+4P5ISjd0ftTbQfAd5eME4M2xlBwFEWoSqI7iFl/JWyMVWv9BlqwOZ1ZAQEFzIHVcfIXhSI1ECtbVb2oOyCz9H+92KzyhQ0WUBFRYVhzbbKwbaoqqdjAKDEs0zDuPar3eccO9aF9+r46eJTtqSMjftglfXYmgGBhSxSBSLfoYBGlqXtANZYOAHDZuCsk4K19r+tdei4cJ1wzagdjv/r9XT0MN7Rnt80Z3Bs9J224FL7LZ/N/mYsWywWK7nu18rLqfYYDqBSbVXZVBW8cuUK3nrrLQBAXV0dWlpaEIlEEAwGcfjwYbS0tKyzC1BiaRQ936+TV9kNGZNG5LM+/J8LgGorvwfWIsF1cZNdqS3FNhrzWk4Y9oV6n7jbgKxI1U8yEi4gApkarFnY5zYg8n4VOHb8GlVmZRr83/ZwcRzS6fQ6r7H+1v4nu1JmQFbK+vFz3blhb3Hjtew/ZpMgu1KGZQsv9gnBEVgL5GY/83v2NwGf249UWCuQKXBxrnEu6Ly1+1zBPp1OGxuo9jmFPOeDsi71ELOO7CudAwriylTZ51wXbGM2mzXOpWKxuM588aTlqQc06vo6QdSrWFVVZRaAeusePnyIsbEx4+ZnSqD29na4rouenh4z8XmP3+8vSU2kE10NmQoMlOrZbBbhcNhIZNJ6tbXZC811XaNu8JmUcnynLlwCmj5H2YHrusYtz7oypRCNtGybz+czXi0WZSZqtLbtXQRmFTYK9hw3Oiu4mPlD1U3BjO9jX1BtYhsU3IPBoGGB5QCWnjY+m3OD7w2FQkgmkwiFQia8gFvI2GeNjY0mS0QmkzFjRSBU9qLAyL5k7BXnB8GeDh4AxvhOlsZtdioYVJXntQQYto9zhTFyTN3DPq2trS3xbFI953ODwWCJF1z3ylLD0RhLXRcKxBx3/k+2ze1WZMLUMrzs409SnnpA46KhPUMLJZb9mRrnKRFTqRTS6TTm5+cxOTmJtrY2tLS0oKWlxXh4mDIoEomYvXRK68mkVDXiQisWi2ZPGyUPt58wYwefx4nJa73aqxNKgQVASfsUcBR06CxQSU2jPO10Kun5DlsNtNmRgqqtcgGl6o6yMltt1GfxPn0PsAbiBGgyCNoCdUGop5P3aBgK/9fxpBrkuq5Ja8NFrcKIBnWCHw3eqlbp2GkdqOKREQJrCQU0Bo31ox2Lc4MmBLJ8BlbzGWrz1LhGte8pg6UdkWsCWI0HI6hzCx+LbWvWOct6c1zp1dS5zfqoqq/OAhVUm1GeekADSjNZqJ1Mt1/ogtNkfPrjuqsG+4mJCczPz5u8Z/X19airq0NjY6NJQMdN35xw9sIGSlPmcCBVfQsEAiX2PfVMUlqprck2kuvf6uJXw7bazLgA1I6ktirtQ6B0G5jNuPhuW/Ly+QpW2v/KatUeSDVewZf/q1pv9y9Zn6rKarjmGNlhKHwv73Ecx7AQgi0Zh9oAySDUCaV9zb5SBmsDmjpBKCR07qpqr8xRQVvZoKqUGv6irJdzRD2bZMKBQMCAMdkR7bGVlZUmP1kikTCMkz/6v4bP6DzRd2uQsobYkEWq80Xny2aVpx7QOEl0m42tYngxnVAoBL/fb8IByEjS6bTR5Zk9YGpqCi0tLZiamjJR+Y7jYMuWLSUMRFVNoDR+jZOcrE1ji7SuXAgENIKvGm7tou/hcxUQ1OtLUOAisj2alNAASoCC95R7lnpUudj5W1kd20eQI1DTA2zbx+w+Zb3YH/QWK+Njm7l4WUf1uGpf6uLnODHRpQIt6846s58ILvSgkmETQFXtUjBguwiY2haCA9vAa9jvZElUuwlC+mwCL98BwGgbqVTKxJm5rmsSnaoqqx56zicKRwUtAqECL39zfno5jrTufEYymSxZT+os2ozyKwFo1dXVhhazMzkwXoblYDCIPXv2YGBgAAMDA0aNpKuaWzlIvXO5HGZnZ01U8+LiIqanp3H48GHs3r3bbLdSe5suZFUFddEp0FK94aIikNnOA15rq01A6Q4HfT6lIj1ULJxklLLsO1VZFXDVa2w/S1kV76GKQ0M82aYaoLlYGXlus0B9PuugNimqgLZaou0lSLHNdgwUP9f8bOx/Ok10vilrJENiuIGyJV3U9hxU75+yeD7bNpXw3bYzhr8JhhTCsVjMaBjxeByxWAyJRALd3d3YuXOnuZZ10/5SVZvbyfhbnQJqvqHJR80N/FEbqs4Vzg1VadnfPp+vJKh8s8qvBKDRBkW2xYVnb6nhAvD5fNi5cyd27dqFiYkJxONxFItFNDc3m43nNP6qQ4H/z83NYXR0FDdu3MDOnTuxZ88eHD58GDt27DC51+lsUDCyXdvAGlPQ/wnGtMOoYVtVDqoMtsqhi0cDL5WhaFEnAlDqmVJ7h82WtE9Zd0pbBTeV0KoWq5rPZ2g8HRe3/tbYMLVVqrGZRZkopT2FgDIF9gHz4nER0qmkahEXPqPmHccx28dstqvApf2ri57P5cKlQ8VWr211lPWgWs1tTfF4HHfu3MHAwICxiS4vLxt7WF9fH773ve+hsbERoVDICAPGQKrNV1XoUChktAuOE4WUpsbSGDj2oa6BcvOP39ms8qlhaI7jbAPwpwDaARQB/LHrun/kOE4jgP8EoAvACIDfdl136ZN7/hDAfwmgAOCfuq7708d5l6pGymg+eWaJ4ZQLo6amBvv378fdu3exuLiIfD6P+vp6+P1+LCwsIJlMorGxEa7rIpFIIB6Pl2ygnZ+fx9LSEgYHB3H9+nVcu3YNJ0+exJEjR1BXV2dAgvVSFmUbn1Ud0c/JJmyQshe6PtN2jLAPWGzPpM0g7L4rB7xerEW/U8eCqiZqoNasDbqAbXVWva/AGjvQevA5mlRRFyXbxuv0t4IvhQgFic4Z7TP7hwtax4TgYO+6KDd3+ZsBqpzLtsrMsaJaXV9fj7GxMczMzODixYu4ceMGJiYmkEwmjbOHZo5isYiBgQGcPn26JCRC1X3XdTE/P1+yNcnn82F+fh6ZTMZsQ2OST4bZ2KqlzdjJpm32zWs5riqYbFPRk5YnYWgrAP5vrutecRynBsDHjuO8CeAfAXjbdd1/6ayejP4vAPxzx3H2YfUMgf0AOgG85ThOr+u6j73vgROKE9P2xAFrk6ayshI7d+5Ed3c3RkdHkUwmMT09jd7eXoRCIcRiMdTU1KCxsRGpVAqLi4uIxWJIp9PG2wMA2WwWExMTmJ2dxd27d/H2229jz549OH78OPr6+oz7nYuLMTY6ydVYr4ZWm3lx8uv2H1ua2zY9DVXxsm9ov6kEVVarzIwT1raRUL1Q6a5ARYar2RjUREDpriYCPl8NxZphoqqqytj8yPQ0dkzVbg0VUPseWSUXt/6mN5B14R5Hto31IlvhD9vP/tRxtIUL207HhYKMPsvn8xkWx/itTCaDS5cuYWFhAf39/RgdHcXS0lJJgLY+K5vNmufzuQqWuVwO8/PzSKVSmJ+fN2FGhcJqBgxmGPH7/SgWi2YXQbFYRGtrq9mloOq7akV8L1meji+Bn95j9q8Kys0onxnQXNedAjD1yd9xx3HuYvXczTcAvPTJZf8/AD8H8M8/+fx/cV03C2DYcZwHWD14+KNHvUu33LBwMinLUXZC787hw4cxNjaGGzduYGFhAdPT08ZWwMSNgUDApAVqbW3FysoK5ubmSlKi5HI5jI+PY2pqCsPDw7h9+zb279+P48ePo6OjAw0NDSVGVrWvaWwWUGqkBkrjpIC13Go+39q2ERY1NqtaRrZA6cp3c0Kz8Nmslx0HpCBpg6KCqaaMVi+fBlJyQWjcESW/GsHVrubzraX/JqitrKyYTCu6R1XZoLItzg1+zm1n9DwDMB5oZcD8zHVXY8i4MNVrSYC2nRoKftpnfB5jKdPpdEnbABimRECfm5vDnTt3cPnyZYyMjCAajSIejxsbLEGUCRTYR0tLS2hqasLOnTvNnGad6uvrUSis7tXk+5iBY2lpCQ0NDUZboTeYabrn5ubMns9isVhy+IqGxShzZvvZR5WVa6nsqb57zbMnLZtiQ3McpwvAUQAXALR9AnZwXXfKcZzWTy7bAuC83Db+yWdezzMHDXd0dJSocJ98byYWDfu2LYuqRV9fHxYXFzE+Po7l5WWMjIyYRU2JwUlfX19vFmJnZ6dJwc2JxISMc3NzWF5exoMHD3DhwgX09fXhyJEj2L9/P7Zu3VqSg41si4OuxmGb6SgL0kFWGm+rqxrfpmAOrBmD2T4vaagOAvafvof9DJRugVIHCRmFLnK2TdUybQ8ZJQsBgwuUcXwcexqlNccci4am6DzQfmQ9uJiLxaIJoAVQAn5kOfaCUxWR77JNDtpvqlHoe3mN3+9HIpFAIpHA9PQ0Hjx4gLt372JkZATz8/PmbEu+V/c9klHSAUONIhQKIRKJmPoRJDVvnt/vR1dXF5qamhCLxYzQ9Pv9SKVS5nlMKrq4uGhYbj6fR01NjRGENTU1Brjpudf5R7DnbzoYOH83E8yATQA0x3EiAP4CwP/Zdd3YBhX0+sKTa7py0PD+/ftdVVfUNuKlf9vvb2howOnTp3H37l28//77WFxcNHFmBDYCD7BG95nRk4MUDAYxMzODyclJcz09S2NjY7h9+zZ6e3tx9OhR7Nu3D93d3SUucC4CLixVR207lx2eoAtI2RQBTWN6qFroItd0Onwf62Q7FZTpfDIWJaqsrbrqe/kMGUfzW4FXs/TqjgC2iayOUl+dLMoIFLCU0drMkuOlbFLVUzp5NCebvYXLtt3awsGLFes4qIPBcVaTMY6Pj+Pjjz/G9evXMTo6isXFRSQSiXU7I6qqVg/t4Y4Pjgc30dNLD6yGbdAkQwFQKKwlDyUg1tfXG+dMR0dHCWN1XdewPt2mxHGktxJYiwv0+/2GEaqDifPEtudp3ONmlicCNMdxqrAKZn/muu5//uTjGcdxOj5hZx0AZj/5/FMfMgysBcoC6zdsf1IHVFZWGqqvbIKD09jYiDNnzmBgYMBsh9JTlMgkmOHTXjQNDQ3o6+tDbW2toeVMcFgoFIztbW5uDvfu3UNXVxdOnz6N3t5ebNmyxWynAmDsHHwHQVUzsdo2Maps2jZlCqrSqX1D1UpOLoKlvUDJEtU7p0Cn/aLX0HtIVqzxeGSFdNWrMGLdGQ+m9iaOi6qDfr/feLvZF7oxX5+vjIFtoLeQIQpUAVlPGuAZaMoEBvo+ZV7KzjgP9W9lbnrtwsICRkZG8PHHH+PatWsYHx/H4uKi2dXBZzOBJD2cyu44HqFQCNu2bcPY2Biy2SwCgQC2bt2KhoYG00aquKrGu+5a9D5z7HE9RCIRA4j5fB7RaBSO46CjowPpdBrT09OIRCLG/mjbCane8z0aoOx17sDT5OV0APzPAO66rvs/yFc/BPAPAfzLT37/QD7/D47j/A9YdQr0ALj4qPdQuiqIKdioTYHX68Jhx23btg0HDhxANBrF0tKScUdz7yPZi63K0XvEQMWOjg4sLy8jHo+bRUdDazQaNdur7t+/jx07duDw4cM4ceIEenp6Sk6S1vfYHkhV42z1BVjL0KsGfAAl6olOEttJoJ9pX3m53LVeCoC6lUfVOvaj1sUGSI4h20XgYLuootGQrv2kC5vv1oWu6g5/26o4WYbdV5xXynDsflAA9WoL1VY6JAKBAObn53Hnzh1cv34dt27dwvT0NBYWFoxKSSYaDAYNsJCh8rPl5WUDroFAAPX19aivr0dlZSWWlpawsrKCxsZGdHd3mzVBoKaTS8FE0zcR3OyQFmX5TBlEIZXP541woMChGYdjpLGAHCe2lb9VRd2M8iQM7TkAfx/ATcdxrn3y2X+NVSD7vuM4/yWAhwC+AwCu6952HOf7AO5g1UP6f3Q/hYdTbRlKxTV6WYsaiAGgtbUVzz33nGFouVzOGEMB77MZOcGXl5cxPz+P+vp61NbWGtf2jh07UFtbi+vXr+Phw4cmaJeBjlNTU7h//z4uXryIQ4cO4eTJk9i1axcikUiJdOLkVzWak0NVShqO+UNQ1Ey+ami3dx5oHylI6aLm/7pXUfuYdVQ1U4GRC4kLxnEc4xxgG8gWlEHyb/UeRiIRVFVVGbVHTQ3KZtRArUZ5m9HqBnj2HYFO+8BxnBKByWcrKHr1K+tYLK4GEs/NzeHmzZu4cOEC7t69a3ai0IPIHQt0RvX09GBlZQWxWAzLy8uG4diBxbSfVVVVYWBgwASFb9++HR0dHSXqNNkuvcUUOGyTekJ1vqigoXpaKBTQ3t5u7iUbKxaLaGhoMDtzOG9tgWevXzopngqG5rru+/C2iwHAy2Xu+W8B/Lef8j0lhmt74amNSX+r6sFF39vbi2effRaxWAwzMzNmk3NtbW0JCFCS8J2RSAR1dXVoampCe3s7qqqqsLS0ZOwklZWV6Onpwfbt2zE8PIzh4WEkk0nk83nMzc0hFothfHwcN27cwN69e3Hu3Dns2rWrJEzAVqXVQM3Fpm0mQDA4lF462lC4GHQRKvCw2MDEexRw+QxliLTJsI/5DK2vppJRgaRJCtlWAptmbVXVjuOpfWSrc6pSK/Bq2zlfbBugshF+5lWUDaraD8DYVR88eIAbN27g3r17uHbtmvGmcydFIBBAc3MzGhoajK2Oam5lZaVJgLi4uFhi2mCbMpkMpqamEAwGMTk5iUKhgIaGBuzfvx+dnZ0lxnmdK2rPU6Ggga62k4nzUIUM5x2fSbMOx5RziAIkl8sZZw9QeuYAows2q/xK7BRgUeO0lz1DvYe8nguJE+nEiROYmZnB+fPnMTMzg8XFRePWVt0eWAPTyspK49380pe+hEgkgitXrmB+fh7Ly8uYmJjAiRMn8O1vfxsrKyt4++23cfv2bSORabRdXFzE2NgYBgcHcfLkSXR1daGrqwuNjY3rjPH8rTsJdIESdNT7SWbFRUYDuc3MVCjohOekZb+pCqyTnRNT66C2MQVD9UJzfNSOqIZ8ejZpKyNTUm8k68D6sC4KvOpx1DbbLMcGeP1e66f32qpyPp83jqGPP/4Yt2/fxtjYmPFSZjIZ1NbWYtu2bZifn0c6nUZdXZ3ZdTIzM2OE5PDwsBFQtBtTsLJNZFnA6slUTGvU09ODQ4cOGTuVqugEJ5pJKGi4/Uu90TrvOf/U3sX+V5CktsP60lzCPqStk0DKPakAsLi46Bks/lnLrwSg2UZvL3cvO1xVA9dd24bDidHR0YFnnnkGExMTJqttNBpFKBQyQbLcA8cFzmDGtrY2XLlyxTArx1k9xTyVSmFlZQXhcBg7d+7Eli1bcPfuXXz88ce4efMmHj58aICNjO3BgwfYvXs39uzZgwMHDmDXrl1obm4uATYuNko8qp+qVpJt8HOd+DZzZZsAlBjDbZXJZkTqDABKt07ZhcGwVDNpn6FaSQcOP+f7dXuTnSpbpb4du6bxhwDMu3iorQ1knBde8U92XJjaywgEZKaZTAYzMzP44IMPcPPmTdy7dw/j4+MlYRB1dXU4deoUTp48iZaWFvz5n/857t27h0KhgKWlJbifOIX8fj/a29tRUVGB5eVlxGIxk+1lenra1EE9r0tLS4jH43AcBzt27MDp06exZ88e0y+0w3EMmSONpgxupaKtk6yJ/a7b8ziXNKCZwpN9wzWRSqVKEovyqEXOCwVSOj+eCpXz8yqU6OxITRnEzlT1RA3AmmVUJXFPTw+OHz+O6elpkxZ4aWkJxeJqsCE7ne+nXYP2tJ07d5oYHj1gtlhcDe/YsmULGhoa0N3djT179uDSpUu4ffs25ubmzIEUTEU8PDyMO3fumCDdvXv3lqhzbKvNNrTtBAJKctsIa7M0fQ77kUzJyzGgjM62KymD0QmvxmW1O+nOBwIL/+d7NHaPdWQhY9Y2amA1f/hOXqfMVgWe9jOw5uzQBJHqNEmn0+jv78cvf/lLXLx4EcPDw4hGo+aMy5qaGmzbtg179+7F8ePHce7cOTQ1NeHOnTtmTqpXu7KyEtPT0yb9Nfdb8gQxqve0STmOY+YOHQFHjhzBs88+a8Iw6OFl37I/NWsJAZ0OHF1XatBnn9iedvYHAMOiNQSKTM22v3I3STabRTKZRF1d3boQmScpvzKAxgFQwyuwZtwFStMGq4RV+w+w6j5+6aWX0N/fj8XFRSSTScRiMQBAU1MT6urqkEwmkUgkTBAgAAM0i4uL2L17t5mI9oIEVu0EHR0daGlpwZEjRzA6OorLly/j0qVLGB8fRzKZRDabxfT0NJaWljA5OYn79+/j+PHj2L9/P7Zv347a2tp16pwduqILlBOH33mpVfbCtp+ji9wGQfu5tjqmyRaVUdNTzAXDa5T58TplCBxjLgytn80WdYx1gdj2Ga92s51etlrXXQ1HmJ2dxcjICM6fP48bN25gbGwMCwsLcF0XoVAILS0t2Lp1K5599ln09vaaHSR8xv379zExMWFYGXcuEEyy2Sy2bduGbdu2YWpqyrAezRbLXS4Ev0AggN27d+OVV15Zl1LeVjtViKhaqECp12gCSV7DLCW2p5eAqfZJXaccA4Y2aWIItaVuRnnqAQ2AmQSqt3PReAVl6oBQ9dB9hI7joKGhAWfOnMHi4iJu3bqFfD5vdgK0tbWhtrYWsVgMExMThiECMGEeumGXxVZ3aaTesmUL+vr68Oyzz+LmzZt48803cenSJUxOTpoJOj4+joWFBYyOjuLmzZs4dOgQnnnmGXR1dRljMSeVHbbAPlJVXAGHUhlYv/2Kv1l329uqgkPZjoKdfk61V9P/UL1hvbiQNQ6MMWN2ymrbzmcLM/a7eu68gFeLquvaX+w/BpkuLi5iYWEBg4OD+Oijj4ynkjtHIpEItmzZgt7eXpw5cwbHjh0zMYeVlZUm7CSTyWB0dBTLy8sAgJaWFuzatQtzc3NYWFgwdaBQZbqd2tpabNmyBRUVFZidnTWBrvy+s7MTL774Ivbs2WNUwKqqKgOEZMesjzJ/YC1+kZ5hqp/qrFGPtR07xnpTPSZI6W4GFaRcf2rDY6DxZpWnHtBUougE1G1EusC5KDVMgNfqT6FQwIEDBzA7O4v5+XmMj48jk8lgcnISgUAAra2tCIVCCAQCRiIyoLaqqgoXLlww2Qv4XpVKyghd1zVxbC+88AL6+vrwwQcf4P3338edO3cwNzeHRCJhWOHc3BwGBwdx//59nDlzBqdPn0Z7e3uJXcmrn/jbdjB4XbdRf9v/2wtfi81O+V5ly0BpRlxlSDrGBDr9nM/XTeT6Hi8gV7Zht0OLAh37LZvNYn5+Hrdv38b169cxMTGBqakpTExMIJ1OIxwOo6enBzt27EBvby/27t2LnTt3orGxsSRkhCyxUChgbm4O8/PzBqDJ8nkmJVVVzjHHcZBIJDAzMwO/348TJ07A5/Ph+vXriMViKBQKBsy+9rWvoaampuREMF0XnPua9of/E/A2OlKQ7EwFmsZOcmz0MwDGrFJRUYF4PG6eEYvFjJebwq1c/ONnKU89oJFlhcNhMyjsVDIgr5QlZDSc3OrtBFYHrKamBi+++CIWFhbMBuBcLod4PI6uri4UCgV0dXUhFosZ6RmPx40qygBFPs/2kNrsiRS7rq4Or776Knp7e3H37l1cvnwZt2/fxsjICJLJJNLpNMbHx036oqtXr+LZZ5/F8ePH0dnZWULTVQqqNLQXOOto25SUxdhqqQ0Mdv/Zn9uhD6ry28yO77TtfVx0fIcmZVQw9VKtdYy9GBjrpH2miz0QCODy5cv42c9+hsHBQSwvL5tcblVVVdi7dy8OHjyIEydOYO/evaivry8RMLazhGx6aWkJi4uLpu60fylLTqfTqK2tBQAT5pBMJpFMJnH9+nWjlhaLqwe87NmzB2+88YbZVK4MCihN0Gj3hTpjeI3GoCnA8D4FNz2DlLsCuMbo3YzFYojH4wgGg2YHju7/JDtkavDNKk89oFVUrKZv5sk7HAxSaAb20SCpRk2d9HZMFiXy1q1b8aUvfQnDw8N48OCByXYwNDSE3t5e1NXVoaGhAdPT0ybmB1ibrHyWpvwB1m+F4XWMgC8WVxNOvvzyy9i3bx8uXryIy5cv48GDB5iamkIymTQ7D5aWljA0NISBgQGcO3cOBw4cQDgcBlC6R05tWspcbDBnXXiPDYQ2sOmisG1QdjwW66D5xtRgz+eoOknQYn0ZJa/qDR0Mtg2QTERDODTMgeqoXse5UywWEY/HMTs7ixs3buDWrVu4efMmhoeHTV2ampqwa9cuHDp0CGfPnsW+fftKwoRUe1CWrP3HXSQEB6qAnKPcfsSAb7I7qoDT09Ml58zu2LEDX/nKV7Br1y4DiBpjpiCuQKWAx74H1pJuUpXlWmFb+D3rxUOWC4VCSSIGfSdTITGIPBKJoLa2FvF4HK2trSZNOAN/N6s89YBGGg6s0XhOeIZjMOJYY1+4oG2abLO1bDaLLVu24JVXXkE8Hsf4+DhSqRQGBweRyWTQ1NSEdDptbBjKLFQ6p9NpJBKJkhxPtnqmahLLysoKWltb8ZWvfAVHjhzBtWvXcPnyZfT392NhYQHpdBqLi4tYXl7G1NSUYWtcXEDpmQP8bb/fy+5lA5VtfC9Xb9t4rl5YrYe+x64n36fX8zl6GLPGXVGt0qKGbPV+2imutW8KhdVTnO7du4erV6/ixo0b6O/vx/z8PIrF1Y3WTU1NJlPxiRMn0N3dbd6lAKZM2R5vzlPeQ0bGsAn+Zgzk9PS0yXDBksvlTAJSAGhvb8e5c+dw9OjREgeMsmnG/vGHYSSq9hPc+aNkwHHWdkpwXPQYPs5b3kt7KNdJobCWF5Bt0Fxt2WwWiUSiZC/uZpWnHtCI+KS8/LFVJzvYk1HZlDiUYGrzooTl4cMjIyNYXl426VJ4MhQjvTUAVUMYaCNjqu9y9isA6yQqJ5LP58OWLVvQ2NiIXbt24fr167h69Sru3LmD2dlZ5HI5zMzMIBqNYmJiAjdv3sRrr72GY8eOYdu2bSa2SyWlSmpbBdbvFXS02MDEhcCiC8S+zwtU9V4NsbHfRcBk4dhvVHgNhZVtmCaQZDIZk3nl4sWLRrUHVs+u3LFjB/bv34/9+/dj37592L59uzkRiUDI+ttqtDJbhk5wLvLwHZ/Ph7q6OrS1tRkjPrNU0AvKWLx4PI5kMol4PA7XXc2K8dJLL+HrX/86mpqaSvpN2aptD2P9dCcF+4kOHN0VwmdpGIydUJV9rLtSfL61nTMMeyH7jEQiJv+az+czjI+xn5tVnnpAs202aiNgYUeTvpK+q41CVQ8+V6VrU1MTXn31VSwvL+Ojjz4qMdBT99eFQunCSZzNZhGNRs2iYrEZmTIKXbRcGDU1NThw4AB6e3vx3HPP4b333sMHH3yA4eFhE/c2OTmJubk5DAwMoK+vDy+++CJeeeUVNDY2liwy+702sGmx1Uy72HVVFdJ+lz125f5X2x/BUYHQtn/pPXZ99B6tk4Lc+fPncenSJVy4cAGDg4OGDbW0tKCrqwvHjh3DuXPn0NraarJc0MtnG721LkCp3Um9xplMBvF43ETHRyIRdHR0YOvWrRgZGUE8HsfKygq2b9+OUChkmI3jOEilUiZou7a2FocPH8Yrr7yC1tbVFIO22YPsVoOr1WtJYc4QGXtM1FzDWDjNhsE5y9xrNPNwmx+ZGNcZs3cw8wfVU5t8bGb5lQA0GkQp0QhOGn9Go3symSw5Io4eShovydy4KMk6fD4fOjo68Nxzz2F5eRk3b95EKpXCxMSEyUelyfMY+c8JQUMovTlalOLbrMRLDaTLvqWlBTt37sSxY8dw4cIFnD9/3rj/s9ksHj58iKWlJUxMTGB8fByvv/469u3bZ04At9/Huqjkto3F+n85FdXrOxZeY9vVyrXXBiM7KJbvUsC1gVHvVdZMRjU1NYXr16/jb/7mbzA4OIhsNgu/34+Ojg50d3fj6NGjOHDgALZv346mpqYS9kIbGf9nG1lsT6nNYGOxmFHDyNr4fJopgsEgjhw5guXlZbO/eHl5GQsLCygUVg8w2bJlC86cOYNdu3YZNqprgO9nHXR3CdugoGybZpgo0raV8n5dK1xvDANhPjkGGDNMR5/NNcz1TLXWy4zwJOWpBzTS01AoZKKrldIzpTDTrHALRiaTQSwWM54XTkhlZbYdyOfzobe3F/Pz85ibmzMxaIyCDgQCJr+UvahWVlbMFil137OoC91W9/hbVTpOvtraWjzzzDPYt28fzpw5g3feeQcXLlwwW7e42yAajeL27ds4e/YsXnjhBWzbtq0knYvXO8v1t/YPP6PU5cTWov2hXkSvflIGptdov9j32aqUtsHLNriysoJoNIrR0VFcvHgRV69excjIiNmO09bWZlI7nTp1Cm1tbSXnvrId9Opp/xEwqcLqwrdBZmVlxbB8OoJ8Ph/C4TCi0WhJIsfZ2Vl0dnZibGzMHKOYTqcRiUSwfft2fPe738WXv/xlk/VCTRZsN0Mg1EzDvwkgVA05n1l3xpGRCOg2w4qKCrODRkGJ8yuTyZiYO2bg4Dqk84rv5Drj9rTa2tp1WWGepDz1gOa6rlEfOWhkHvyce/Y4odQz5rpuySTlpGKxvZ9U+e7cuYNkMmmkZCaTKUmBDJRG4hcKq/vzeH5jOSah97F9/K1MybaDNDY24ty5czh+/DjeffddvPvuu2afaCqVMjsOxsbGcPnyZTz33HN46aWXzGHJWgfd9uIVH2ardbShkO0CpdkzuJgBlOx3ZP3ZBn2vTnAFegKiGqW1HvyO7dBAWi60jz/+GO+88w4GBwfx8OFDo8Z1dHSgp6cHhw8fxuHDh9HR0VGSnkcFG+dEOZaoAcjcVM8AbHvsePgI+zYUCpnMtMBqKND09DQaGxsBAHNzcyZAtampCS+++CKee+45Ayrsc/7mZwQZACWgZAtzZbD0rDKKgACez+fN+QvqgGPfkyQUCgUsLCyUpJmvra01RwYCqw4zpkuiN5p2N/WobkZ56gENgIkopm5P4NLB5VaOVCplDtTQbAIqzewwBT6PkmPHjh346le/ilwuhxs3bhgbAYNqbeMvfzPo0YuZ6Ps4wZSd6IIG1geCcuFUV1fjzJkz2LlzJ65evYoPP/wQ165dw+TkpKlnPB43aYx++7d/G93d3UYVZhpn2lE0BomeKKrutAuSsc7MzJj0y2oLVFuOGpiZOYKf1dTUGJe93+83eba4xYuMW+vHvlhZWTGpxAlk3OPI8R8YGMAvfvELfPDBB+jv7wewGjbQ09ODU6dOoa+vDzt37kRdXZ1hEOq5I0DZqiPnDMdHT03Xhcx5psZ2BmZrIDjDcQgK6XQaQ0NDmJycxPj4ONLpNPx+PxoaGvDKK6/g93//99HQ0LAu6Jj1ZV3JYmlLo1NCGSTXC5kXwZjrhWyUz2U4Ek+a4hYnzgNmsWVGYGWuamflOub9QGmq+c0qTz2g+Xy+kqwBtGfRq8cFwLANXVBMEMjj53WLDAdZ7S/8qaqqwrFjx0xg48DAgEmz3dHRgba2NszMzCCVSpXsW9OQDVuy2wZr286mXiK1W/Beqj98R0tLC86dO4e+vj58/PHHJhiUKvLw8DCmp6cxMjKCV199Fc8//zx6enpMJgsacZn9Y25uDsPDwxgfH8fY2JjZSJ9KpYy9kAtBPcVeNjobuDWbKVUlqif19fVoampCdXU1mpqa0NTUhM7OTrS2tiIQCGDHjh3m1HWmhyY4coEMDw/j4sWLeP/99/HgwQMkk0l0dHRgx44dOHr0KPbv32/yz2mdlbkDpUf78XMb2AjUtB2R1fB+to1bkNQpwDmn5wYAq4KEuc+mp6dNjOIzzzyDr371q6irq1tnKlGGw7GgwOV1ZHQMx6FaSIbFehaLxXUG+3g8bryVhULB7EagpsKg40gkgqamJsPKisUi6uvrTbuqq6uN3ZBzuba21syjcDj8dMWhOY5TAeAygAnXdV93NvmgYXUIAGvqB1kCpZbP5zPXcdBoG6BXRjNqat59nbQKnCdPnsTc3Bzm5uZMbqtYLIZt27aho6MDExMTyOVyiEajxkam5yWq+uYFYrZnjKoMB5vSzrYr0bZRWVmJrVu3or29He3t7XjzzTcxODiIxcVFLC0tIRqN4v3338fo6ChGR0fx7W9/GxUVFRgdHcXIyAgePHiAhw8fmuBSAj9ZmoKyAree32CHWOg+P95PFiBzxiy0kZERszC5t5OB1M3Nzaivr4fPt5rRlW3lOQ3pdBo3b97E+++/j4GBASQSCXN04alTp9Dd3Y3e3l7jJNF62l5S/lb13Gb0ei13lHC8WXcKYDKW6elpE7LhOGtBw4FAAI2NjYjFYsaYnkwmsbKygpqaGpw8eRLf+c530Nvb6xmywv5j9g4CEtnU8vIy6uvrjaMhGAxieXnZzLlEImHsz9Fo1GS9CIfDRvWl1hKLxQxgco7z73Q6bXbREKDJDNkvtF1qVAAJhpoWNqNsBkP7AwB3AdR+8v+/wN/CQcORSMRsQyHToupC24HahAgmmhhQFyVVQ4KGxm/xOaFQCEePHjUn8sTjcRMrtHv3buzcudMcQkxWpYed2MbzxymUmlyACrhcFGqjcd3VSO6TJ0+iu7sb165dw5UrV9Df328izEdHR/GjH/0I169fh+u6Jp5Njde0jVDta2hoMPFQXKCMANftKvYk5WZjzc6QTCYNSHIMKai4iPmjAmJwcNCAQF1dnWF0O3bsQH19PaanpzE2NgbHcdDS0oKjR49ix44dOHDgADo7O0s29dtOBPalLXSA0oOPlRGxjRQ4tIGRhVK9ZrhHRUWFORmMfcVtPzU1NWhvb8ft27dL0gfR5PG1r30N+/btKznxSoUa5wXrynZy7+Ts7KzxljJDxvz8vDHa85R0AIhGo6bdKysraGhoKIkUIHCq2uy6rtGc2Edkd/zNNhO8NJWU/n5qAM1xnK0AvobVtNr/108+fgObeNAwJ7QuHNJ+App64NRoz05WOw8BTePaVDLzN+0RO3fuxGuvvYbBwUH09/djZWUFk5OT8Pv9eOaZZ0yuKJVcwPo9g2oktx0CwPogVdbRSzqTyelkIov56le/ikOHDuG9997DL3/5S/T395usujMzMyUsj0DR3NyMpqYm1NfXo6GhAS0tLWhubkZNTY3Zr0hVnNvN1FakWXU1qlwZXLFYNCfU0yuWTCYxMzNj9souLS0hkUgYdsmFxIyoKysr5pwG2s+A1fx2v/Ebv4Hnn3/eBKmq99EGMxZ7LDRWj4vQBjLdT8y+J8hTvaLaSYM5nRKBQADt7e1obm5GLBZDTU2N2fPIY/Sam5tx9OhRHDx40MxdWzDSSeW6LmKxmAGp2dnZkj2gejAKwcl1XRMTxoN/1TzAuvM+ps5WNbuqqsoAMIVgXV2dOdeW9m72HZ1pZG7cl10sFs2+1s0qT8rQ/l8A/h8AauSzTT1ouKWlxUhxDiy3TXAw1L1uu9jJDHi93vfJu9ZNbL1fQc11XTx48AD5fB7z8/MYHh5GTU0NQqEQotEoUqmUSfRHw7Ud5qADbdtnrD4AgA0H22ZHBO47d+7g5s2bmJ6eBrA6ofhdJBLB7t27cfDgQbS1taG7uxuNjY2oqalBbW2tOURWY4RYT7s9ZCbqFeSC5/92QOru3btLWCcXWj6fN46IhYUFTExMYGxsDAMDAyadtebRohrkOA4ePHiA73//+5icnMRLL72EPXv2GMO1zW5tu6QyDv54xcEBpcHcypaZodfuh2QyibGxMbMHua6uDrt370ZtbS2Gh4cxMDCA+/fvI5VKobq6Gjt37sTRo0fxta99zeQ307nKetLxUygUMDExAWCVocVisZKDh2lzpdE/Go0iEAgYEGE2WQpj2kobGxtLMtsqwLE+VFWLxaIZD7IwPpN15r1kaLQhkr1vZizakxxj9zqAWdd1P3Yc56XHucXjM0+u6cpBw319fS4lH7C2wMkKODlVGqs9ijYOHmiraWg4IXXB2fs1gdUtMc8995xRh6amphCPxzE0NITt27cbSZ5Op7G8vGyksW0wB9YbmrnoCZ62rc2+XxeZbbu6cOEC/vqv/xpDQ0NYXFyE3+/Hvn37TM76ZDKJpqYmvPTSSzhx4oSxKVKSU73UovFzNtOhhNZ4MgUxHRPbTqXqHs+gpIF49+7dxoi9uLhokivOzMxgfn4es7OzePjwIRYWFgwY3rp1C8PDw7h+/Tq+853v4MSJE2ZjtBrU1fBvg5mydvY1P9fv1IlAFZNsiu0noJFpVlauHn4yODiIXC6HoaEhLC0tmewV9fX1OHbsGL73ve+hq6urRIvgPKfGUVlZabYMUUMh8wqHw4a9cstWLpdDbW2tUS3ZJw0NDSa/Wk1NDRYXF43DRdVEJohghhleQ9MIbXSMKVObJW3CmjuQzDCVSqGxsfGpcQo8B+AbjuP8BoAAgFrHcf49/hYOGuaCUU+ksiAGBNrqIweaXh5gfYS7qqD29/y7srISbW1teOaZZ3Dv3j3EYjEkk0nMz8+X2NyoRnFQNUK7XNs4+VlXracXINr9wpLJZMyRZp2dnSbv2u7du9HZ2WkYCzdeczOxhm2okVYXtoK7FrZZJ6QuaL1Hx81WRdle7Xt6Nf1+P1paWtDT0wPHWYuuHxgYMAHGc3NzZg/u5cuXjSni8OHDJQzSjq9ToFImxPoo2NHMQRVL+4wLm9dSaNqBuQ0NDSgUCnj48CEmJiaMV7Kmpga9vb34yle+gj179qxjglonmlXYly0tLcYkYB9oHQqFjMkgEAigtrbWrIVkMmn+ZwCvaiXso0KhUOLQoUpqm0eomvIZWmyTDm2sBLWNNJVPW57kGLs/BPCHn1TyJQD/d9d1f89xnP8Om3zQsG6VUOBSZqAgxh/S6mKxaGitsopP6l4yqWmY/aSN5lkVFRXYunUrvv71ryOdTuPq1asmpTCT86XTaczMzJSEXNhBlnyWqrqMh7KZgf23V+E9fr8fzz33HHp6etDc3IyOjg7U1NQYVzqwZqyl11Ftigo02m5gfTiDXR8uKBatOz+3VWOvNvIaO1iUwM8T75uamtDS0oKDBw/i4cOHuH37tonj4pmW9+/fx4EDB8qqjba6rv2jgEKNQMNPGP6hQaaaIYTjqnOqoqICvb29SCQSZk8usJqKZ9u2bdi3b5/JTms7ITiflP1yHuseZbIpjQhg/JjuVGBfEEyo8trCiOot7aIM3aHKy6BcOnt4+nsoFDJOBI05U4JhZ6fZrPK3EYe2qQcNk+5SCjK2hUbqmpoas/+NcVIEP9otOKjA2kRWrx0XCwMjafQGSkMMqqurcfToUZPKZ3R0tMSzSSOnLgh70qlUU5uOvfD4vE/6rqRPygHfjh07sH379hL7Gz1s+lwuMPaBbf+yHSZcKLpItei1dmCxSmZti7ZbgZTf66Lk87kfl/3W3NyMtrY27Nu3z4RHMIVNQ0ODiXT3ej8AY8awDzL2YvNkIGRn/I5gpqq1Mnte39TUhEgkgtu3b5uzCKqrq9HQ0IBdu3YZ9U8dDjSbqBbAd9DGVV1dbQz0DFNiCEkwGDTxmrlczsTz+Xw+s3EcgInX5Lyl95LrJBQKmc36ZJX19fUGuMj2GhsbUSyuHhTEeEj2KesTj8fN/Rz/p27rk+u6P8eqNxOu6y5gkw8azmQyptG0ueTzebOlgm5pACXGSAIJjZ4qkTUsQlUDBrcq8HAB0zN0+vRpDA4OGo+cSlCm02Z6F9ZFPYXKClkfW91RKa80Xie7F7B4/VYQ4OfsJ416t4HFVuHtRasgp6yK79Q6qD2IYMo2cEHabVZzgLJJFrKAqqoqbN26dZ0tjH2uLJGgq2q+snYarhU0+LkCnapOmnuN72KISWNjo3EafPTRRxgYGEA2m0UgEMCWLVtMOEpTU5M5Vk5VSlWPdW7wh8KaLIrAp8HPqVTKxKdxjTAInf3PszLYZwSjQCCAaDRqkjpyHXE3CbCWaYZecLLElZUVA25ks1zLmUwG4+PjCIfDT4fK+XkW2gM0LIOTkkZhlcaMM6P+r1JA1SMGr5JWa8CoHWelE3z79u34rd/6LcRiMVy4cMEcdJHPr552vbi4iKamJoTD4RJGouChE7PcgNrqNIv9vxdltwHF6x6CuBeg2c/Qz/R69helu5ddTK/VflRWbTM0G4Bt8wJ/87kKdLbNjwDFsVdA5/P1sBYFXq1rsVgs2etINcyuQ0XF2hmetKMyWSfTUvf19WH//v2orq7G6dOncezYMcOuWGfWTW1a6iyw+5QMW4/i4xrhWPJZ3LlAYgBg3cE//J6hGhwnr8zBSjBYBzWvcP7rqe7UtH6tAE0pNv9XIyS9PeFwGMlk0hiT6TrmQLMj8/m88arRJgOsMpVIJGIOdrA9L6qK+Hw+7Ny5E1/72teQSqVw5coVkxRyeXkZt2/fRnt7e8mJNrbaoPYVVUW97Evlik5uvkMBlJ/Z/amf60Lh8+x79IQmBSllAaru8/l6rfajXmfXV9utgsXuB9skYPeBF0PUdxPYGIqisVZchArcFHpqZyIoal0I0vRyp9NpOM7qoSfFYhF1dXXYu3cvvve972HXrl0AVkNZGLtl94O92NkftD0p69etf1T9NC4SWNvJQfZF0GbyRWC9yqkkgKBUUVGBmpoaFIurYRhMrcX302PN9UWhQBbnOA62bt1aUrfNKE89oOni4SQkWDESmwZPSgX1nBQKBaRSKTNIpMJ0J6dSKQBrUp0SmBRZI7V5Dxnf/v37MTk5iZmZGbNfb3FxERcvXkRPTw/q6uoQDofXsUVdbApIj+oD3qP3e6mlLMpqeL3e78X8ygECJzv7Rp/Lz1XFU+OzzebUacMx4vuV4dkTXUFSAceui32PXQeqRRSMGp6g7EePP7TZrG0v08LFe+PGDdy+fdsEEldVVaGvrw+//du/jbNnzxpBYI+TrcbrOxRg7TTjXAeqUieTSRSLRSP4eT/thppJg2qjOmBc1zVbm1TT4alOZJ/cvlVbW4u6urqStUOnBNmvjstT4+X8PIvaUWyVplhcS2ZHT5RmDqiurjYDo2c/8n8vtYdFbVW03en7a2tr8corryAajWJ5eRnj4+PI5/M4f341fvgP/uAPsHfvXgBr6VwAlLBNW+XUv+262ItWFzcBxP7xUuV4vVJ+2ke4wBRM1OurdfBSZ1XyAygRNnwvTQJqp7TrZtvDFDz4P9/hFeagDFgBkGYLNdjrOzkXaJNSUNF+IdvTsVHD/K1bt/Dv/t2/w+XLlw2YdXV14etf/zpeeOEFE+xMJmQ7U3Te20KJc5h10PrZ95Ot0UZGEwv7ks9hbBjVZSaAJNjT+ZDP583WN7aBZyIwDxpztgEwIEa1nn1K8w7Bf7PKUw9ojuMYILIHT/V9dgwHW/V9hi5w8zAHioNFQycnOd+niSFJzdVeRE/bSy+9hNHRUcTjcUSjUSwsLODKlSt46623TPiELWW54GwQtUFC7/NS33Sx68KyU7PodQQz3T5kOwTsengttI2KPs9x1gKNuej5bAVOW81TR4K2V+tHkFLw4ufAmpOIz+YYK4uk+kbbktqv7LFhfdiXBGrdXD8xMYH/+B//Iz744AMTQd/W1obXXnsNL774osmXZ4+vDZj6W0FP57Cq7FwPXAsU8myjhgbRXOPz+YyhnqCmti6uP8appVIpY1PjjhI6AVg/pkxS9ZnP1nXGA51/rQBNvTa2MZSSzzY+apiEZpGlgVTzpHHgFQBIxXmN2ps4+cmyHMfBrl278N3vfhe5XA4fffQRlpeXMTc3h7/+679GdXU1XnnlFXR2dprFbKuANjgoA6ENQu1vXqoiJ7o+m98Bpfn7GQbDRWnniLdVKS+1WNVce5GrKmSzT2Vd9gK2WaUtuCjhuTC8VE7ex3t0XqjQs+unRn6yVDJ47U/XLT2tyhYE2WwWb7/9Nt5++23Mzc2ZfY5f/epX8d3vftds+rf7g/+z/7Wf+B2FuqqMGo7EoG4ARqhRU6GjQE0ttI1y7LltD1g7HpEJBPRsTZoL6D3lViaeKasOOrJC2hLVVqvv2azy1AMa3d9UDVk4sJRctFWRVXFS+/1+kwnBXqjMikBg8/v9JjiQk98OKlX1jhPf7/djz549+Na3voVsNov3338fqVQKDx48wF/+5V8in8/je9/7nlHdyjEAfYetflFSAqWHY/A5Cmq6aO1nktHovbZa52UX8lLF7e9UItvP4HjporWfrz/KjO0666LjgrAZKYUcbaesnzJO3etJoOTYk6XYQkJBTNVECsvLly/jxz/+sTn2MBgM4ujRo/jOd75jDom2+1PBW/vWtq0RHACUzE2dH8rauEuCeceYmZZC2e/3m3Wjmgq1FGo62WzWOMyoAen8Y/wZ3805yO1sjrO6w0Ptqxp8/tTFof1tFpVgCmL8jECnKV+4R5GAo4kR1QYGrKWXVtZFgOOEpVdGF71tk+LEzWazmJmZwb1795DNZjE4OIh33nkH27Ztw8mTJw3NVjsg22mrl17X2X2jE962Syko2gyKwoFt13ASr/poUVVRBQi/UzVRAepRRZ0B9oK1kw+4rmsAjeEOCs5czDpeOpcYZqB7dzXWjCDqxQDVYQDAbMg+f/48/uRP/gSDg4NwXRcNDQ04ceIEfvd3fxc7d+40fazjZPerzVQ559WrqtvKbIeK9g23t/GdZFQUjPQ4xmIxw9jq6uoMQNumAfY/t8gxosDn85k8g9FoFLW1tWhoaDAJDqjxcGw5Rlyrv1ZeTg4GULp9RW0m2vlUNVQN0sNVVKXiMwhcysbshcm66OLgM3kdN7EPDg6a034ymQzu3buHH/3oR6irq8OxY8c8QcqWzqo2sWjwLyeGTrZyi8RugxdL0GcocNiGZi32O23WYdfDq162gKBk53t1USsoKSvRpJL8m3ZQvpcgoI4BvgdYCzDWBUfg1/rxWbRJEXxnZ2fxk5/8BHfu3EGxWERjYyNOnz6N3//938eRI0dKHCO2QGR/KSDZYKphMawX60C7lwYLE3gqKipMAgK1K+bzeQNiDHciS62qqjJrhskKlpeXS9pPoNSEqtypwXM1yO4CgYBx3j1qnjxpeeoBraKiwpzoxHCNQCBQsm+ME4Gdr7E43HtH9ZJMToGLi4DeGX5WKBRMgkh7ryWfYati4XAYr776Kubm5vDLX/7SnM505coVbN++HZ2dnWhqaiphfHbRenHBKaskGGjAJRe93TZVs1RSsh3aBnvxeKlxLF5gRrD1srdpvbgANGMKr9PjBvU8TLbDZkz8XB06dj34XrIqsgIapsnkbbVYDxrRNqndjFHyf/7nf44rV66YOMeenh58/etfX5dx1haGdj+pfVHHn5qEl3eT85zMlGFJZE+O45iYMYJ2OBw2z2ScZjgcNrsaCH41NTVYWlqC3+835yBowLjf70dnZydc10U0GjUCKZ/Pm61XbL8CKtv3OMz905SnHtCKxaIxKPLQVU50Sh92EDtOKTknsqozapei4RRY63Dbi2cDj9eEVNVqx44d+Na3voVMJoN3330Xs7OzmJmZwU9+8hO4rotvfOMb2LZNE4+sFQUiTm47YwffRTWJNg3dU6j9x0mtxmdVv2xwICtSWxzVHhY7+NhW6ey+0qLqHcNsuEg5XqoWe6l+CurV1dUIBoNGoGl/qZlA1TE+R8/JVABTG5kCnc0uZmdn8dZbb+Hdd99FLBZDIBDArl278K1vfQvHjx8vG/Ji940tVOxMLQQeDSfRsQJQ4gBg2AXXjm7/o5GeqqceekPHF3cSuK6LeDxu+pV1ZI41zguyNaapj0ajaGhoMFsA2fesL8mFCtzNKL8SgMZFQiOlMgt1BauaqVHfKulUDWHYBiW0uqHVhqbF638dENant7cX3/nOd5DP5/GLX/wCCwsLePjwId555x04joPf+73fMxk+9bkqdTlBOWGUzbBP6Phg2IDaC7VOWl9V42wmZwMH71FVVW2NXn2xEUNjnyvz0P7jouWYKjAp8GooDRk5+02FgJoNaOjn9xrwSqCw1T220+6TyspKxONxfPjhh/jlL3+JhYUFVFZWoqenB7/1W7+F1157bV32XLtPvfrKZswcJ46rCi6196lw0dRGZGzFYtHYuThPaM9lHxLQyfw53+hYUZMMxyAUCpmgcWpC9EZrvjPWQRm3Ojk2qzz1gFZRUWGosHq9OCk5kdVNTyO+gpjq77qAdCsHUHryN6+3i5eqoJ9R/T1w4IAJ5/j5z3+OeDyOsbExvPvuu2hpacF3v/tdc79ts1Jblv0uZZtqG+ICB2AYju0dtJmGl9qrwMnFzEmo7bdtc/zOSxXXZ+t7NTxGWYKyVGDt4A0+z1bHU6mU+UzrrGCiIELGogZ37VfWUe9TNX9ubg6XLl3Cu+++i5GRERQKBWzZsgXf+MY38Bu/8RtoaGgwddPx5HPtd9hzScFDv9fzLdXuybFXVs2/Fdg0bxmfRfWbu2Z0i1IoFDLeWgKXvotqOwN3KRQYxsFC25zOA7UHblZ56gGtWCwa25kyCpth6PW6u5/2GAUsBpWqIZSFE1YDJr0krE42TlB1mQOrYHnw4EF885vfRCKRwNWrV82hJT/72c+wb98+9Pb2ljzbVttshwjbYBe63nXjsN0/BA4v9UfbpWxNr1fprKDnVadytkG9nmqebU9UEGC/8sAT9o8a7tWkoCmR9J0ELqaJ0japCroR2DAucHZ2Fu+//z7++q//Gvfv30c2m0V9fT3Onj2Lr371q2hpaTH3s3iBmgK0/Rn7ngCiOxgIyAQOsqxMJmOAh3FiBJlIJGLyl3G+aF9oIK3P5zNsLZfLmfVDGxrfT9sdHQ7qFOB2qcnJSRSLqzsVmDJooznypOWpBzRKGP2fWzOANcnNRah2MP6vC5Cf6a4C+336e6PipZbZdjWfz4f9+/fjO9/5Dvx+Py5fvoxoNIrBwUH8yZ/8Cd544w0cPnzYSDqyBWVDXsCki0PB1Xa36zU2i9K/beeBzVBtxmurisosgTVQssdOAVsZkxeQklkoM9dN4pptRdmdqrNkMVQxaXuyGZD920tt5s/IyIjJllsoFFBbW4tTp07h9ddfR3t7uyfD0z6x+53fKUNXTz6vV6O667pGdVchr/OdsWeOs+qsAtYCbhlszhIKhcz+TNVYaOBX4R4MBo2nlPWk866hocEIH/a3HUyuOxo2uzz1gAaUhm6oHQRYY1RegAagZJ+n5rqyF/SjyqNsQ/Zn/Nt1V+ORzp49a6TlvXv3sLCwgPPnz6NQKCAej6OpqQnd3d1oamoqcQjYz9f/1c3P//UHWM/weL2t+tl9Yn+nfWqDmVdf2rYRWwUE1mK9WPg/bS6091A1obHb9tRqzBgXuW3k5kJWwabjZbMjbY8C8eDgIH7yk5/gxo0bSCQSqKysRF9fH15//XXs3r17napcbl7o2CjrtLfXsbAdqk7qjhjtV9aZqqH2HwUnmR0Tp9qqK99BtZRZa9h/9jZCqqg095AlEtAULNXeudks7UmPsasH8D8BOADABfD7APqxiQcNU63gxKcnhSmMSYM1pshe5Jww6jXjs/W3R/vWGeHt7+26ev3v861mwT1z5gwikQj+4i/+AleuXMH8/DwuX76MmZkZRCIR7N27F3//7//9kqR3OoE3eg8nCCe2l1fOBi4WW33Ua/VvLwOuzaBZyIAIJup55n02a9Z3eG1R0jAOu076bN1Oo2EQtklAVVsvlV6ZfaFQwMzMDP7mb/7GsGxgNfXPt771LTz33HMm3krv13do21lnG4hUINlqvvYb1VH2iYIIGSk1mVQqZVRMrieuH6rhTNjg8/nMOaoEK3pKuUWOqqy2x8sGys/S6bQJn7IFkPb3ZpQnZWh/BOBvXNf9tuM41QBCAP5rbOJBw47jmLMgbQDi+YLMWsqFpZNEU/5wwPRalnKGSS87HeuldbFtX/odB5ZMLRKJIBAIoL+/H4uLixgdHTULe2FhoSTJYDkvkC4Cba8uEhvQ9HnaF3a4hi3peY1OYn6vKo/2k3q0tM6qXtIYTYlte+80ZpCL1YtJaj/o+7zqZYOq3R4VQsxn57qr26R+8Ytf4M0338TY2BgAYNu2bfjqV7+KF1980WzxsVVv/cwu7HP7/ewXe2yp9mk/qCCjHVXBkJvOmVae64iqI7C67au2ttbE/lFdVaFSV1dn1ppqRfRo6nkMjuOgrq4Ofr8fuVwOo6OjZg7Rq8yEETbYP2l5kmPsagG8COAfAYDrujkAOcdx3sAmHjQMrMWiAWtqiXo1lbqq296WhMrS9B5b3bDtHqqu2t97qRJeRQH1yJEjCAaD6O/vx1/91V/h8uXLhuqTydheRQWDjd6h79Litah1sdm2KH7PrAyO4xiVGShlL8qwCExqqFeQ0HvVNualOuuRg9oG2ynBRW2zBm2v2qT0vdpeAimBgHFtc3NzeO+99/Duu+/i4cOHKBaL2LZtG770pS8ZAaV94DU/7Hljj5OOKz9XxsX2sV9cdy39FcNOKIz0PE7GrwEocXTZTJeMj2ptIpEwDJtnZzIrR11dHQAYT6vrumazvBIFBtVy7kSj0RI2qeE7m1WehKF1A5gD8O8cxzkM4GMAf4BNPmi4ra1tnR1I1UBNyKgSRdmDXbyS49nOAdu2xIFSr6i9EKX+657F34XCai6oI0eOoLm5GT/60Y/gOI45r8DLUOrFRPR52uaNbG9eYKxAr6Cpfc3/NQjWZmMK9srM+Jtufjv/FYUPhRav4TP5DlVJeY1ueaIB2m6X184IBUZlPPR8a1xfNBrFL3/5S/zFX/wF+vv7USgU0NzcjC9/+cv47ne/i+bm5hI25VU2Eno22NtCwFaR+VuFkQoKFdj2mrAFMvtGwzuoHczPzxv1cHZ2FvF4HMXiaqJI3Y9sP9PuV2BtkzxPiPL51jbM19bWevbZZy1PAmiVAI4B+K9c173gOM4fYVW9LFe8qIXnDHDloOG9e/e6mmqbkokDoGEKGnRrH0WnALeRVLDVSz5PB04jroH125LKtMlcy78fPnyIpaUlAKuZPw4dOoTGxkYApUDCH7ZF68JJrYyuXFvselAC81r7fjIYGpBp8FUWopum+Xzb2M17vMJKuPAY/a4skH2vW6VYV76bC2t5edncl81mzWlXTU1NJXGJ9v5YOpn4HoI2gffu3bv4yU9+gnv37iEej6O2thZnz57Fd7/7XWzfvr2kTx9V7D7W8fNi1QBKwIEAw3GhQV/HmkGyjN8kyNGWSXAJhUIluyQ0NITzmQzVcRyTopuHUavmYttH1YPZ0NBQkhxybm7OzCkVSJtVngTQxgGMu6574ZP//1esAtqmHzRM+gyU5gWzFxlQ6l2z6T+/t43Der3X/wokXnFhWtdyz2NdqPIsLy/jnXfewfT0NFzXRVNTE3p7e0tc6bxPGZiX5NbrXNdFMpk06oB90K4yQBsEVerr4vNabKqiKEtUo76Cr6qk2iYNcLVtTTZbpGqTTCaxuLiIBw8eYGZmxhw+wo3StbW18Pv9iEQieP7550sSCer4829NLUXAyOVyeO+99/Bv/+2/xfXr15FIJFBTU4PTp0/jm9/8JrZsWVMuygmfRwGd13jqZ+wbrgFNY02QUkasZhZmueCcLRRWs21o9o1wOFySYn5kZATLy8smN5raN8lYCa465hw7jrXOCfaxCuRYLGb2vCqz3ozyJAcNTzuOM+Y4Tp/ruv1YPbruzic//xCbdNCwTmYddA4U06RoGhIbSBQQeK8+Fyj1fNoR9vosjdHhIClDZLFPxtFnV1RU4Pz583jvvfewtLSEqqoq7Nu3D7t27SpZ1FpvoNTux0kWjUbNAbvJZBIzMzOYnJw0e/U4aX0+H7Zs2YJ9+/ahvb295IQrbT+wpoJQQnvZHbmg1LCrz2AyAKroemAMCyc4328DANlFNBrFw4cP0d/fj5GREYyNjWF5eRnxeBzxeLwk97/Pt3oWa2NjI7q7u9HQ0IBTp04ZozgXpQ1m2vZ8Po/33nsP//pf/2vcuHEDyWQSkUgEx44dw+/8zu/g4MGDJhyI7bbnHueZMvKNbGg6x7xMBjTAa/iEfR3HjWDC+ea6rjmGTucr2dz09DQKhQIWFhYAwOwQqK2tNfbBYDBowE0ZOeezVxuVfTIKobGxEfF43CSjtM0CT1qe1Mv5XwH4M2fVwzkE4L8A4MMmHjRMSap78NSQrBJgo9AGoHSCKNNSYFJ1zouFaeyU7cGz683fNjDx+LuZmRnkcjk0Njait7cXkUhk3YTwAlr1Tl6+fBnvvvsupqensbCwYLaeEPDVcF9XV4fdu3fjyJEjOHbsGLZt21bCcNmHaudSBmCfIOS1qIBVMOd2GIYyUKVRFcle8LqY+eyHDx/irbfewpUrVzA0NGTYJ0GsqqoKDQ0NxtuWSCQwNzeHxcVFzM/Pm3efPHnSBJdSGKjA4btzuRyuXbuG73//+xgaGkIqlUIgEMCRI0fw3e9+F0ePHi058NhmnHZR0Pb6TlmoDfA0m2hALQvHVftOgY1joH3OfuN9yWQS0WgUS0tLJkV6MBhEZ2dnyYZ/BVCqlzazLAfMVI0BGNtkbW2tATWve5+kPBGgua57DcAJj6827aBhFj0yTaWxUl174thG+43URGVB9kTzukcHgdexLlpsKVtdXY2bN2/i8uXLxpPU1taGrq4uTxsYi0oygsHg4CDefPNNXL58GcvLy6ZPCP7appWVFczOzuLhw4e4e/cuBgcH8fLLL+PQoUMmGl9zglES63tVfeTkJANTpqLPUSFDkGX9VXWxJ/XKygpGR0fxgx/8AO+88w7m5uYMCNF4TWCqr69He3s7crmcsaWtrKxgcXER169fN6zt1KlThk2wf3TnAG1xP/jBD3Dp0iUsLS0hFArh+PHj+Mf/+B/j+eefN8kc1TZYzibLOWmzMu0P111L/642YAUnBQ3NRaaxl2Szug7URpnP5zE+Pl7ivSTby2az6OzsRFXV6onmdXV1JbGDKsBtM4zXGlGVm3VgW3hIONeKvfXwSctTv1OAMTEccAAlMWk6mXRwgfVeUa+Fw8LvlPnpxH+UqgCUHthhS3/HcUzurEuXLmFqagorKysIhUI4cOCAWWy0feh7lM2k02kMDQ1hcXER7733Hq5du4ZEIlESM1VRsXpmYkNDA3y+1UBJZiVlRt0rV67AcVYPL9m7d6+JO9K2cVJrH6rwsMMv1JPJ6HCdrAzo5DhqJDsXK9v94MED/MVf/AU++ugjzM/PIxwO49y5czh+/Dh8Ph8WFhZw4cIF3LhxA1NTUyX50Og5KxQKmJubw40bN9DR0YFDhw6hoaFhnSdRx3d2dha3bt3CwsICcrkc2tra8Ju/+Zt4/vnnjTFc54wu5nKmAnue6bUKGOwTjjlBlv1FNZ7bkXRXDD2Q7GcA5tRyvovqNuPDmAnDcRx0dnYil8uZ8zWZ0FGz2Khnk3XX+noVW9thnRmLyWdsVnnqAc2rbCTBNmJkG1FbfYYOmD7P67f9vnKTuFhczQhx8+ZNfPDBBybSfNeuXXjhhRfQ2NiI5eXlde9T4E6lUvj444/xwQcfYHx8HPF4HIFAAPv378fhw4cRDodx6dIl3LlzB4FAAB0dHaisrEQsFkNTUxNyuRympqbMkXs+nw+dnZ04dOiQmVxqj6KxnrYW13VLTtzWEArHWQvAVRZtMxK1M9rAzZLJZHDx4kVcu3YNS0tLRm3csWMHvvGNb5hkg/v27cMf/dEf4fbt2xgfH0d9fb0J/qS6W1FRgZmZGVy6dAknTpzA66+/buqvLKJQKGB5eRkzMzNoaGhAc3OzSVhIL+9GTKLc3FINwp4TOl9YFxUctn3R3iqm3mQ+0+fzGaFRU1NTwoA0g4bruibVT0VFBerr60sM9BqeQxarjN+2G9prQ8kE5z+frcknyVA3qzz1gEavCI23Pp/P2HJouFZmYUsLtU88TlF2wvv5uRfQqP3NyynBQWM6lStXrmBwcBArKyuoqanBs88+i3379mFxcXHdglEVL5/P4/r16/jLv/xLjIyMIBQK4aWXXsJzzz2H5uZm7N6927zjxo0biMfjqKysRGdnJwAgGo2isrISW7duhc/nw9zcHCYmJnDr1i3EYjHU1tYaFUCzT7C9tKOQNdgud7WZFIvFkoBOsgAuBNrTNNMGsHbq1Pj4uLELMsc9D53hNprq6mo0NzebbWLse2V/tNXMzc1hcHAQb731Fs6ePYuGhgZzngDvKRRWsxPv2LEDv/u7v4upqSn88Ic/xMDAAN59910cO3YM3d3dZT3k9hwqx1i0r3Sc7Tlrh+bwHt1OxEJvZCaTMTZRjpMW2hA5RholoOl+FFT13awzx89ur5eAV41F1VTe96i++rTlqQc02oQYUwOsqSr82+4Yr1AElk9rgPSyl5VTOTcqyWQSo6OjGB4eRjKZRFVVFZqbm9Hb22vyr9vv0d0D9+7dw1tvvYV79+6hWCxiz549xgbGk3sGBwcxPDwMYBUcdu/ejT179qBQKCAWi5nYn6amJnP02PDwMC5cuLAuEZ8uJAAm/bMd/sA+oq1G7TYEPgV6ZXCaVYS/s9ksrly5guHhYdOGdDqNu3fv4vr16/izP/sztLa2wnVdzMzMYHZ2NSqI8Xt2EsqamhoT6nHr1i38/Oc/x9e//nXDQHWcmTnjmWeeQaFQwOXLl3H58mX09/fj448/xtatW413uJzdyOu7ctervdJWQe355fOtJUSk/ZKF80S9uHQKqEpHQUC7WVtbm2HeFE60rdn2P/u3MlYFM9u5oUyUbdZnK9PbjPLUAxrZDbA2SXVLBVBqlGenaSdr2UgaeEmajX7s520EcvF4HJcuXcL9+/dNgGNXVxf279+PYDCIVCq1TkqTfY6OjuInP/kJrly5gnQ6bYzgrutienoawWAQQ0ND+PGPf4wbN27A5/OhpqYGsVgMV69exdjYmHGTsy8bGhowOzuLpaUlXLhwASdOnEBbWxuA0i1ANpvQyakqjxqRlZ3pwuXE1WyyKr0LhQIWFxdx4cIFxGIxtLW1GVV5YmICs7Oz+Pf//t+XhM4sLi4iHA6jtbUVi4uLyGQyJezF51sNIs3n85icnMTbb7+No0ePoqGhwdOGBqx5A2tra03+s9u3b+PFF18052pq32xkP7LtdV7XACjZeO+188CeG2w/7WV0CgCrKns8Hkc4HEYikTDeYKA05TjjO/m9vR+aY2wzL7sONvjZfWqvSR33zWRnwK8AoAGlJznp5mUNaaC6oplpWR6H1pabPPzffobXBLWBThlJNpvF1NSU2c/m9/uxf/9+tLW1rasrULrNZXh4GHfv3kU8HjfpkO/cuWNc7DxZ6vLly0gmk2hoaEAwGMTS0lJJlgU6CaamphAMBlFVVYV4PI6hoSH09/ejpaXFk+XaqrYthb36g+3WQGjdpqbt03EcGxvD+Pg4CoW1vF2hUAg7duxAOp02iQMp0Orr67Fv3z4D4I6zdjaA46xGuO/cuRPz8/OYmprCvXv3cP78ebz66qumrtoODU7t6elBe3s7RkZGMD4+junpaXNIszKbR82bjeYKGZTazNTcYTMjWw30eibrQZsZ1e9kMmnmIp0KaspRNZfPs+18dvvsteG1jtg2ZsTlvLBjADejPPWARi8n3b2pVMpIe/6o6129ZizldHVldV7xUPbAAutPES8neTV8YWVlBVevXsWNGzdMquimpiacOHGiZBuJxmWRjicSCVy7dg2Tk5Pw+XxoaGhAoVDA1NQUfvzjH5sQDUaB19TUoLGxEa67GsPV0NCAnp4eTE1NoVgsorW1FVVVVeZ0d40eZ5CyTnAt6vVkfytb0c9VEtNWRqlsA6Eu5Pv37yMajaKqqgqtra1wHMecJ0k1nYZv2gRPnjyJmpoac9amnn4eDofR19eH5uZmLC0tYXp6GpOTk2YeeY0bzRydnZ2IRCIoFosYGRnBnTt3zOE2tiHbjk30UhvtwrYzDEW31Gl/8n+ND+R7yLh8Pp/xgtIcwB0SjrPqzVbvJwWaz+fzTErgBUwqoO3POd6204fXcgP94uKiGUt+vpnlqQe0lZUVxGIxo2Zycze9bMwEAWDdRGApx9CUKqsx2QY4lnIqWLnB5wSYm5vDtWvXMDc3B9ddPWqsr68P+/btM/vceI+GReRyOTx48AB37tzB8vIywuGwAfdoNGpsQ3x/TU0N6uvrUVtbi1QqhWQyibq6OjQ3N2N+fh4PHjzA3NycSRsDrNlV6urqzCJlP9qLVAFXJbMCg/anzVjVXuZlo8nlckgkEmaR085n7wjRNDaJRAI///nP0dLSYlJBqwobjUaRTqeNxzOdTpuU7rqYVOgRDOl0qKxcPbC3v78fX/rSl8yce5TKVI7ZeF1D+5fOHa+5x77TZ6sAJLjpljKg9NQo9hH7UPtAi9f8Z13tz1WA2fWisykej2N5edkkmrSdT5tRnnpAo8TnuZxqKKdko7TmQLHYe8TIgrQTNV0PJ5QuWi/A8pK+9jUa9nD37l0MDAyYpHmNjY3Yt28fWlpaSiS6ggBVkZmZGSwsLJgFGA6HEQwG0dLSgpqaGty/f9+oYZyk6XTaPDcej+Ojjz7C4uKiSfTnOI4JQKXxmG50gpb2la1y6v926ICtltrsWNUlZXle/Uk2y/vo7aUxv7Ky0iQwnJ+fNwZzHuzBRIRMYMj+WVpaMm2366mxcsFgEM3NzQgEAiavVzQaRXNzc4lBXwVpuRjIjYqaUNTepM/QEAdlupwnHC/HWUv5RPVUN9+zH8n4lDHb6uXjsEyd81p0LhUKBRM+4vOt5mSrra01c28zy1MPaMBawCoPONWTa2xPi9rYbHuWJntUm8VnLQp65RhgLpfD0NAQlpeX4bquiQ87cuQIqqurTVYIr0LVKpPJlCw4ToS6ujoTPMnJzI3FnFCxWMwAIuvIAzOKxdU9ljU1NSY6XCeyF5hpf9pqhg2AvJZjqEDmZQNi3Th+FGSRSARLS0slrI7Bw5qdg+3ZunUrurq6kEwmMTk5iVAohEQiYcA8mUya/tK28hkMCg6FQti1axc++OADJJNJzM7OYmJiAr29veuCQbU9tl2tHIsr1wf2NfaPhkLY13DeaBwZgYs7C7y0mMetkxdr03YzpIOfUatyXdfM2+rqarNdTbegbUZ56gHNdd2SCVssFkv2HzI6mlKAk11P0Oa9jF+zn89F9ijPi73IN6ozsLog4/E4hoeHTdxTIBDA9u3b0dDQgKWlJeOK93qnDQJkfbSBcSsLF3ooFEJPT4/JmkAWy8lE+0ooFDJnRqbTaTQ3N5tgSwUlBTgbjABvW6P2p/7YdjUVKqrut7W1lYQWMEUOPYA2iOop3jR2T09Pw+/3Y8+ePfD7/YadMnkh8+qzXrZg43XBYBCHDx9GbW2t2R86PDyMZ5991sw7ZU8bsZpyc8Z113ZI8H89gFdjxjS1jwIwx8Len8zx0fAU9VqqRqNj5zWe5ea9sm97bvB9yWTSjGEmk1ln0tjM8tQDmuOsJRZkhzJ9LzvQ3jCrXjNgTdXUQx70O76H9+gkKVenjf5n8fl8uHPnjjlQo1gsor6+Hi+99BJaW1vX5ZF6nHe57uqmYuZ9tyd4VVWVMWbPzc0ZNV1j9xKJhEnYV1dXh97eXqPKKHjak1hVSX2n3X8247HVTpsF6PO2bNmC5uZmTE9PI5VKIRwOIxqNloQncJEvLCwY9k6AqaurQ7FYxIMHDzA9PW1Y+fLyMjKZjEkEoGmadGFpWAMdA62trRgcHDThI8lk0rxP26xtsc0Hj2I95exmXnPAZkVedjivd6gdWuujHk67lGOeXvXk3xp4S+HjOA5qa2tL1uBmMjOWpx7QgDXaSiMuO4MSiz9eNhm1o9lGbqA0UNAu9iTVBa0L2GvQi8UiZmdncenSJZOehe7zXbt2mbYQPLzeTxVK92nSYK1ApraSaDSKpqYmY5ugtF9eXjY5qBYXFzEzM4NCoYCtW7eiu7vbs936v7ar3HX6uc32WEdV1The+n9LSwt6enowPDxsEiq2t7cjkUgglUoZh5BunKbNLJ1OG1taX18fmpqaEIvFkMlkMDs7i0KhgLq6OnR0dJj5opvl2bbKykqTdolOFW5Kp/mAZ2/qGACPZzPT/rSLfs7n6lzb6B41wXg9S4vNTG2Tgl3Xcqqol+2M40LgpHZCclJTU1OSg24zy1MPaKTknHwqhdhhnJQasqEdxfs26jybQbCUM4wD3t4efk4GQaM999bt37/f5GT3WgQ6cXhyDzfnM76KoQR0ZDC1cSKRgN/vRzabNQb12tpa7NixA7FYDHfu3EGhsJroj+zn4MGD2LNnj+lnr/gzu39s1dxeeFq8PJp2IctyXReRSATPPvssbt68iUQigVgshrq6OrS0tCCVSqGiogKLi4vrsnYAKDHyF4tFbNmyBT09PXjvvfeQSCQQDofR3d2N3t7eEvsZ1V7OJ0baV1dXo6amBlu3bkUoFEI0GsXU1BRGRkbQ19e3zv6mY6p/bwT82o+2ZqBAovOc/co14bquCQ/ayFyirNG2PW/EIjdi5V4gSIZLIb6ysmJYLZ02Sj5+rWxoBDAuNJ56ruCmhkVOcHWB87dGU9uDZ9s+9H8bDHVCeBWqwQzG5IKrr6/HkSNHUFdXZwz5VAV4n23/CAQCCIVCBiSrq6uxZcsWRKNR42ig+kO7UzabxfLysrGLZTIZ9PX1YWlpCUNDQ1hYWECxWERHRwdeeOEFdHR0YHZ21mREtdUWu602I7AZrH2dV/95FaoiJ0+eNKEqMzMzGB8fNzZA2sLU+ExGRU/4ysoKJiYmTL1v376N2dlZdHR04NSpUybAWMdSF7tmBPH7/di3b5/JQBGNRjEyMoKVlRVj+rBZM/usXN9sZKLQv71CiFR9J+PRuc962B5+YG2boNpG7fFQ4VOOlem1NtipoKioWE0XxDnc0tJSYo9lfR9ldvk05akHNAIUB21lZe0EbN0gbbMlL4mjTMIrxorF7mSv5+tk0Gt1Evb39xvQqaysRGNjI1pbW0uMtFovvksnRlNTE9rb21FTU2PscFzAsVjMBNMyqwawqjIxZzwnPLfxJBIJZDIZ1NTU4OjRozhw4ADi8bhhuI8bEMo2qiGaE9ReuF7GYi/bIJ8bCoXw5S9/2SRYpGOlqanJeO/YTvY5Fw5Bb2VlBf39/cjlckZ1PX36NM6cOVMCRF72L9ddNcxT3d+9ezdaW1sxOztr7GgUmlTpbTXLVv281KtyKp5tH/PSOuxSzv7mJXhtTcJrHDZibF5t0MKTophNmAkk29ra1tnPnjTSwC5PetDw/wXA/w6AC+AmVjPWhrCJBw2TmiqAMPULt58o2rPYur/NfjReyFYZvKKh9ZleRYNGgdXDWOltZOxNd3c3tm3b9kh2xziwQCCAnTt34tixYxgaGsLdu3exuLiIhYUFNDQ0oL6+HtFoFK7rmgBQ2s6Y9iaTyWBmZgbf//738fDhQ5Mzvre3F2fPnoXf7zf7SLlr4VET2b6GfcpNzeXaRTsfgHWOHPYvn71r1y78zu/8DnK5HK5fv24CMsmuGhsbUVdXZ7Yh1dTUYGlpCUtLS+asg1QqZcIv9u7dizfeeAMdHR3r5oNXXRmPFgqF0NTUhObmZpMDf3R0FMlk0pxybws09Up69ZP2I7DedFHOpupVvOYp+1p/6/XcesbvNYGnV19s9F6vQm98PB4HsMYMKYzVbvrUAJrjOFsA/FMA+1zXTTur6bW/B2AfNvGgYWCNftNTp5lLSe3tuCCrrua3bh3hgNrszCsOi98B3qqV2iJ8Ph9mZ2cxNzdnEjbW1tais7OzJJCwHIvUzyKRCE6dOoWBgQFMTU2ZiP+uri40Nzejrq4OW7duRWdnJ+7fv2/aNjs7a+r48OFDs90HWD0g99lnn8X+/ftLJr1XXbz60b6mHDDYfaUszB4XfR9NCWfOnEFFRQV+8IMf4P3338fCwgKmp6eNWsx9ldyvmkgkMD8/bxgCnQDHjh3Db//2b+PIkSMmKLucOqUCj3a1cDhs0hjlcjnEYjGzWG3VksCutlebcZV7p1cdyvW9DWS22rcRK/QCER2XR4GpzWjt+zSOkNEJjIH72wjV0PKkKmclgKDjOHmsMrNJAH+ITT5oWO1e6o1iJ6nayE6mlLODEJXRqRPBK+KdRSeX1+TUzygBo9EoFhYWzHMjkQi2bt26zqtnF/2MdrbOzk6cPXsWIyMjuH79OmKxGMbGxlBZWYnm5uaSKH+qs+l02mSopWrq860elHLu3DmcPXvWxHDZoRUbqTbadi/7iTJi/c2/GUaiDNmr7fy7q6sLb7zxBpqamvD2229jamoK6XTagDQXDI9TY1BxZWUltmzZghdffBHnzp3DmTNnUFVVZTJx6Hjbi58ClHUMBAKGGRYKBczOzuLBgwfo7u5eZ5e1Pbs22BHwyMRVTS8nlFU98+pvlsfxiOq9GhDNdm805notP/MS+rlcDnNzc2abnR3k62Xf26zyJKc+TTiO899j9SCUNICfua77M8dxNv2gYXUMcPDVEVBuUQDeB7eWM7IC8Ixc9pKgeq8+o1gsIpFIYGRkxATO+v1+1NXVYefOnSWpj/hDAzfbp+BZKBQQCARw8OBBfPnLX0Yul8Pdu3cRjUZx584dNDY2YmRkxDAPYNWGEY/HkclkTIgDAfX06dN49tlnUVNTU1Jnr3Z6jPk66V8oFDA/P49YLIZwOIzOzs6SIFAyVhv0bU8p62EHGldVVaGlpQUvv/wy9u7di3fffRf9/f2Yn59HJpMxwdJM9x0Oh9HW1oaenh6cO3cOzz//vIkt01xvXioaP2fcIwUmUz0FAgEjHKanp5HP5xEMBktUKq95Y/+oecLrcy/TRjk2r8VOcFBOnbPtv9r2cs+2BdZGWgr/pzmAW7H00BclHptZnkTlbMAq69oJYBnAnzuO83sb3eLxmacYceWg4T179rh2IjxlaZ/U5ZGsgsyJf9tSz36GTfe9wNO2/xCAYrEYRkdHkclkzALp6OhAd3e3UUcUnDea5AAMqzl79iwcZzXg886dO5ibm0MikfDcV6h2xoaGBmzfvh0nTpzAiy++iI6ODnNEHSc02+bFULUf+JuxbTdu3MDt27cxNDSEQCCAr3/96zh16pQBWNddy7irtiFOapsZ6X5aYFXA1NXVIRwOY/v27ejp6cGdO3dw/fp1Y3SOx+NIp9OIRCLo6elBT08Pent7jUquKZS81F6aMxj2wbg/HYvm5mZTN56RaQsCHUc6HWzg9upPfY9+56Xy25oDix02sxFQqJD3ssGVq6d9vRcIUmgw7MXv95cc5kxnHoCSnQ+bVZ5E5XwFwLDrunMA4DjOfwbwLP4WDhpmamENmtXJ8sn7SyS7baQH1uLR+Fzby6VF1QCbxtuAo4yjWCwiGo1ibm7ObFPy+/3YsmWLSRdt15mF77NzbTFtj9/vx6lTp9DS0oL3338fV65cwezsrAllYFsqKlZzxAeDQTQ0NGDv3r144YUX0NXVhdbW1hLaT0CzWWu5ojbGdDqNDz/8EBcvXsTs7Czq6upw5MgRnDx5Ej6fb1077DxoXkJC+4PX6i6H+vp6nD59GkePHjXpb+LxuJkbvJZ54+LxuGmj7gpRMNUTpGwPHP8PBoMG6DKZDEZGRtbZyYrFogFuLbbgs4WosiQvdmYXZTcbgWo5lvaosd4IZLS99ufFYtGk8k6n0yWntdsHaLM8qq2ftjwJoD0EcMZxnBBWVc6XAVwGkMQmHjTs861GgpOF2AzGVt2UbegPF7qXVPGSNl42Hr1+IxWBiQgpjYLBILZs2VJy7Bvpt9d7CTgKmPy7trYWhw8fRm9vL1555RUMDQ1hdnbWHJriuq452q2trQ3btm1DX18fduzYYc7IZNqWcgvpUZOM/UUmOjc3Z/Zhtre3l2SLUJB1nI23qdnj4mUzYtArAYveYNv+ZC88LxWXQMXFZi9ytXFRBeX9er6otsUrwaiq31o3ez57Mf7HATd1itnC1+v6ckBnv9/+W8dTC9cCn0lGxsQCNTU1noDmFTbypOVJbGgXHMf5XwFcwerBwVexqiZGsIkHDatKYLMidqzGfnndb/9fzhah6pet0j6qjmonSqfT5rQinnCzdetWU0ddKGRKtm2QbJKeNmULjrOaqbW+vh779+9HJpMx+dH4LMZQ0X6h26d4ja3y2SDkpd6Q6XC7UTabNRvBf+u3fgvPPvussRN6FQVQtReqUCFz1mSSKrR0zFhs1qNjYh/Wom0mq9J2E3SZrsmOnQJWU2Zns1lz8IjOGRsMvFRObY/d/17t06JAp+8sN0/LqZWPo25+mqIsLZPJlOQ7s+cdy2Z7PZ/0oOH/BsB/Y32cxd/CQcOAdwCi12DYYRhe13gtVq/JZANguUmhdYpGo4hGo4YVMLuFgplXHb0YkqoU5d7r9/vR3t5e4tVV9UcB1CvOjOoh/7brp0X7qLGxEbt27UJFRYVRayORSEn2iHJFx8UeV/tdXpP+cRYvF5jaLG1QY7yZ1ouF9zIXnQqFeDyO+fl5cwaoV/3LzaPNBJJymoS+z+s9+tlGc+txCwWBzUb5Xbm6PDUM7fMsqpbYCM9iSyy1oandZyPm4FVsVYwThcxJaTP3Sd6/f9/kMANWM0Bw/6UGW3JxUVVRdmKrXKpS88eOSteJo4BfLK7lc+ezbNWd4Q9quN+oFItFtLW14R/8g3+AWCwGv9+PcDjsuQviUQtE26vv10NxyvVJuXarrY5Axh0FDO6k8NE9rDp/CoWC2QlQW1uLpqYmYw7QGEO+l3XS9qqqqyDLd5QrXpqEV5+pM8iuRzlhX24N2X35OEWv1flMFk+7MbUVHZ/NZmfArwigadrgjdAeQMkifpy4Gr3vs1xnx77R60Y1hhk2uP9UgYmBh15uf62/7cFUqawqHAFT+4HP0mKDPK/3Ag2vPgBg9jL29PQY6WyHRKjRXPtOF5t9ILFtA9U68Nn6PK+Fy3cSwOx20+ZED5ydj0xBiuPI8A1ud9Lsv9q/5QBBAY3XKYDrO72Y60Zs7lFs1QbQx1lHn6Xo3ORaYIBzbW3tOg1hs9kZ8CsAaI7jmMNGvCa72je8YoyAjScZy+PEAKnqYi9SFu41ZTQ6DfTcQK5gRkBjxgwNK1E2yUVp27j0/V40X9tmq3U0dJNJksF5XWv3EycmFzQZpnouFSDt/vaa0ApCupsDWDvhye5re+GT4fJvxkAVi6sH8zI2jxk8urq6ShIfeM0RLxsVATyVSpk2l5tfXvPWZpBalHXZn+tzPy3L+TRquxfr1O/K3afe5WAwCNd1zdkBXiD9VDkFPq9CUNBYK1sFVCZTbhGp8bWc80AXRLmiQOM1SZjKR9kYgy8JzDrR1V5VDiTJKDQti1c77d0OajfSJJesp4IOvXa0pWUymRJA0L7kZ3wG79WAScdxDKhz3JQ9T09PY3l5GVVVVdi+fTsikYips57bqf3O3/oOO8yCheEbhUIB8Xgco6OjmJ2dNWcp1NTUoFAooK2tzROQbDWYY6YmB00WUE7V8wIDvd5Wke128H+vOWsDsZeg0+vseabryNZsvAS7V7HBj15nejb13IyN2rJZ5akHNNdd3T8XCARK0p6oh1BBjUVdyEzPrQPHwsnFRcnvbTczB1sHRN34qg7pxCKgcO8hF6uqXOXUMpsV0GanC0Anq/0MMh5uWmdcEO/noS18Dk8z7+/vx7Vr13DkyBHs3bu3pG/pQGC2iUwmgytXrmBychIdHR3YvXs3GhoaAKCEwbGODDx+66238NFHH6Gurg7/6B/9I5w8ebIkv50Cia1qahvZNgby8rQrHtN3//59DA8PY3h42Gxwp9f35s2bOHjwIA4cOGB2OOhYKENU9szPuI1qIxZqq5C2iUCL/V5lYl7OHFs19mJUXmDGH2Xb5epo120jsHZd1wg7znudAysrKyb1E9tVTnv6rOWpBzSfb/VwFGYqpYTbiCWpa19VU3tRqAqg8UNe4MJBUZpv20W02CyCA2yDouu6JqUPM3sCMOzIjrGyc+trnRVEgbVtXFSRlMHpvRqdv7Kygps3b+IXv/gFkskkWltbUV9fb4CRzCuZTMJxHFy7dg1/9md/hqGhIWzZsgWvvvoqTp8+jW3btq3bt+c4DhKJBC5evIiPPvoIN2/eREtLC4aGhrBv3z5Tb6+4Ld6vv5knjrnSgNWQmUuXLuHKlSsYGBjA6OioiQlkHzBOanBwEFevXsWzzz6LV199Fd3d3WZMNYBbA4J1rFOpVNmFb88/r++91DAudBWOysgpWG3gLPd8Wy19FIB41deLAXutJZbq6mo0NjaaA314toVtEvB635OWpx7Q7AFVGwulDLDWMZx8nJAcEA6A7eHxknrlQMr+3p4oXsXn85ncZApmZJ7Ly8tm6xDVMGBty8+OHTuwbds27Nq1C3V1dSVMUetJVqkGf0pIHrzrNXnYV5xsVJknJyfR39+P6elpNDU1laRq4h7KRCKBS5cu4d69e1hYWMD8/DwWFxcxPT2N119/Ha2treYdDIb94IMP8Oabb2JgYADFYhHt7e1GLVHwte1rLDQ/8Jk8xq5QKODu3bt477338NFHH2FwcBCJRAL5fN7YMbkFi4KJ50Qmk0lMT0/j3Llz2LNnD2pqahCJRMxYs89tNdhmUo9TbMZpg5n9twovrgVgvXr/aYs+v5wta6N18iiVVNMEaZ97aR2bWZ56QNNiq3c06Kr6pbmebAajk0GZG5kJpaOGUfC9NkOzJ/tGhVHTBDHWa2xsDG+//TY+/PBDjI6OmkSLBMqKitWj2trb27Fnzx4cPnwYR44cQSgUMgDF7T9kKtpetk+loj1JtV8oMBobG+Hz+TAwMICf//zn6OzsRFtbm4nXIkhfunQJH330ERYWFgwbGx0dxU9/+lPMz8/j+eefx44dO4yUHh4exg9/+ENcu3YNyWQSu3btwte+9jXs37/fOBX4fHuhqzCj/ZEqTC6XwzvvvIMf/ehHuHfvHqLRqGFizc3NaGlpwc6dO+Hz+Uqy346Pjxsgfv/99zE3N4evfe1reP755w1LpJCgWmezlHKAVK5spMrZQte+rhzIaykntMrV5XHm7+O2y64HhaR91CAZ8KNCSD5LeeoBzedbTY7IXPn8TD2OWuzTsJllQVU+3SbChaETSheW2jtUfXxcqai2PO5vW1lZwa1bt/DjH/8Yly5dwszMDLLZrAE+timXy2F6ehozMzMYGBjAtWvXcP/+fZM2Wzf9MgyhWFyN1PY6FdvL/kGA0I3kfX19OHjwID7++GO8++67qK6uxssvv4zGxkYUCgWMjY1hdHQUP/vZz3D//n00Njbi0KFDyOVyGBgYwPz8PN5++21cvXoVLS0tcBwHqVTKpFTKZDLYunUrXn/9dbz22mtoaGgw7FAZtRrg2QZNeZPP57G8vIzz58/jBz/4Ae7evYt0Oo3Gxkazd5b55xgHyCDnhoYG09/MFnL//n3U1dWhu7vbOCrIhNLpNJLJZMmuAztV+UZqmP1ZOXblBWZepZzK6VW8GJiCsa6ncg4zr3fpnLK1BX0HTQPaLl7za3cuJ4vanZT623Yt/iZIUc2wVUQb1LTYg0QGpxN4I5ezbXfgliTHcUwG1r/6q7/ChQsXsLy8jHA4jC1btqC1tbUkOV4ikTB57BOJBIaGhrC0tISJiQm8+uqr2Ldvn3GVqzFXC8MzbGmsxnTWk2yuo6MD586dw+zsLO7evYu/+qu/wuXLl9HR0YFCoYBoNIrx8XFEo1G0trbizJkz+OY3v4lUKoWf/vSnuHnzJqampjA5OYmpqakSJ0owGMSuXbvwjW98A6+//jqam5vXqV8EEe0LAi7tYBUVFZifn8ebb75pUgpls1k0NjaaPaWtra1YXl5GIpEoOQOVcygcDqO+vt4AZTwex8DAAM6fP4/t27eXGNRjsZhJcc46MUe+PXc+jfrJtvA9NhPTazme5cKTypWNGJjO443m80bvswFM36tagNp06aR73LCTxy2/MoCm8V+qGpbrTO0oW8JsdJ9+RlanRnY+RwHWa1Iru0gmk+aA1eHhYfzn//yfcfnyZUSjUbOJfOvWreZEc8aG1dXVoampCfl8HrFYDMPDw5ibm8Mvf/lLk8jw0KFD8Pv9hml6SUm/318SwU91XVMIaXhGOBzGiRMnMD8/b3J/3bt3D/fu3Ss5V7GnpwdnzpzB6dOn0dXVZdKMX7t2DdevX8fExIQ5D5Ob9Lu7u/Hcc8/h5MmTqK+vL4lRUgmumVXYx3p0neu6uHfvHj788EMMDAwgm82ipaUFbW1tCAaDyGQyiMfjJQ4DjgfPpGC8YDgcRjgcRjKZxMLCAu7cuYPZ2dkS9TaVSiGRSJj2c4+sXUc12Jcr9kLW8ItyKqfXPNNxtv+277G1Dq2vXvsohlZuvbB4qcpktUoIKLB+7ZwCLDoIysb0f+14jaUhgNmGVC8Joe9hUZsZsD6IVUs4HEZTU5MxyDPJYiqVQiAQwMcff4xr164hHo+jra3NBHcydo0GfAAlJ53X1dVhZWUF09PTWFxcxJUrV1BXV4eamhrs3bt33YZwVZM1rosLlE4Kzc9GexxTV//Gb/wG6uvrcfPmTTx8+BDJZBLA6launp4eHDp0CAcPHkRtba15blNTE86dO4djx44hGo0iFoshkUigurraOAAikQhc1zVeQu1PTnqmWreNxhyHVCqFa9eu4fbt24jFYmhtbS05RCWTyWBqagr19fXmOVxcZMysc21trTmgmNloz58/j5dffhnV1dUIhULmNC3OKW71Us+1zptyRnZlOl4hE9pOL0eOzlmdg49iOgpWGwEfv/diZFxDdvu87LJKPACYXRkUbix2lpQnLU89oNGQDqDE/QvAxJdRyutkcl3XLFZODDsgVY2T6kDgdwpgNAh7SUQdwEAgYA6mBVYDVKenpzE1NYXFxUVcvXoVy8vLaGhowKlTp1BRUWGyn6pjgosvn88jnU6bg0BWVlaQy+WQSCRw/vx5Uweqn2QyymbsDLksjEVjG1TlKxaLqK2txTe/+U2cOHECQ0NDcN3VyO/6+nq0trYaG5OOFceBh7jwHY6z6oVVx4UdG8V3s291USg7cF0XQ0NDuH79ujlftL6+3oA0T5SnMVrHmM9hf4bDYTQ3N5vN/QsLC5iZmcHdu3fxla98xbSR/Q6sLv5IJGJ2f3ixFlUNtW84D3UM1Exig56X3Yr3PWnRZygge8XH8b3cw7yRd1K9+Vw7fA6PSszlcibP4Wa0heWpBzSVCrpJWePKlIEBawuSk4KZSBXcWGzJaht17Zgze+LqhKXDobW1FeFwGAsLC8jn85ibm8Pg4CBu3ryJoaEh5HI51NXVYf/+/RgYGAAAc2pTNBotqRttd6w/Dw/mc69cuYK+vj5s377dpLpRT68d98Ni51uznSFUQQuFAtrb29HW1maew4XqFTqg/6tgYXvy+bxhUQQ39T4rUyCga6gL/75y5QoGBwfh8/nQ3Nxsttro8zgveC/tVVQXQ6EQ9uzZA8dxEIlEsG3btpLjAXkuAc9nUNCtqakpOfDGa+7wt86Rcn9vVB7XJrcZxUvI2O2yhRg/5/8246S2lMvlTAQBgdN2rDxpeeoBDUCJURtYb2vwko6czLZKWs5oW04i8jtNAlhugnGg29vb0dDQgMnJSaysrJjYrPn5eczNzRnP7eLiojE0t7S0GODlgqQU0yhwYPXQjsbGRkxPT2NychLvvvsuent7sWfPHgNC2iYvlcZWEzaS1gQ4goJ9fblFa7MiVd29HDRaR2UCqtIBwOLiIgYHB81p3OpF4z0UAnyPblIHgFgshnw+j5GREeTzeTQ0NJgtO4lEwmThiEQiyOfzGBsbK1HZeM4p+6Kc4NB+thnb4wIV+9d2fm0ms+EzWU+v9eA1f2wGaquc/E4dekxf7kUQnrQ89YBGZGfjdfLoAGi8lV2048pNJNsw63XfRsDAaysqKoyHbWBgAIXC6iEitrcPAB48eGBCAZaXl9HR0YH29nbMzs4im82io6MDPp8PIyMjxqnAhJG0042NjeHmzZt46623jGOB/WTHzLGv1D7DhcFtVWyLghCZlT5XF6eOjW0T0/7yijuyFzw/YzCmCi2OzdzcHGZnZ1FZWYmGhgY0NTUZb7IdVc/7aG+cnZ01ueri8Tju379vVM1gMGjsjdzI7vOtpviempoq2e/a3NxsVE7Ae5sXGbYCvLbRnkvaRlVPySxtQbLZRb2dXu9S8FZhtdG1xeJqGBHts2rPpVllMxnoIwHNcZx/C+B1ALOu6x745LNGfMrDhB3HOQ7gTwAEAfwYwB+4j9ES26agC4Iqii7GcoBlL2i7lLvfnmTl6qiAxtxZzGaRzWaxuLiIYDBo9j/G43FUVlaiuroa27ZtMwZTDnAkEsHs7GzJ4RJq8+P2Ep4pcPv2bczMzKC2tnYdcJDNapu0P3RilgNtZcQ6gW213O4/20RAcNTn8TovgaTMi2NOwKOq2NXVZViwfS9Ban5+HsvLyyWhG1xgVVVVxjPKtrHPk8kkHjx4gLGxMaMy1dXVmYNmNjLGc0GXY7U6d/i3/Zn24+dZVIjYhWOuY13uHAyOF7UPoDTWzmbrT1oe50l/AuAr1mf/AquHCfcAePuT/+GUHib8FQD/X8dxqE/8j1g9mq7nkx/7mZ5FpSw7z2YdwHqmZP/o87zeYRdd6F7X2O/TgWdcmZ4SNDo6Ctd1TRJE7t/k9cFgsOQEp1AohFQqhampKRQKBTQ0NKC1tdVk7GAcGe1m8/PzmJ6eLpsOhyEounWM7VT1zmZMtupn97FXyIqGO6jKr33HCP98Pm9+lPlpfbU9tlGaRwTqDgzbE0dhkUgkjBcaWIvFa2howK5du9Dc3GzqwDQ4sVgM09PTZnsVQXLr1q0li1Tfqf3FsY5Go4jH40gkEmbPrq1SKwCqI6RcOIhX325m2QhEy60L1j+dTpvzMwjmHGd6jCmUNlPtfCRDc133l47jdFkfv4FPcZiw4zgjAGpd1/0IABzH+VMA3wTwk8d4v6d9Qm0KpOQ2y7JpsJcqpt/ZwOTF9uw62INB+822bdtQW1uLaDSKfD6PiYkJNDU1oampCVNTU0gkEuaA4AcPHsBxHNTV1aGiosIkieSk17CNtrY2Y/8BYIzYsVgM9+7dw9mzZ1FdXV2yq8ILeLhIbIbmxbC8BIfNyvS7cixPVVO7LuVUe69n8QQwHie3vLyMYrFojPQKeGRVbG91dTUikQgWFxeNzYxqUSqVMtfX19fD5/MZhhaPx812qvr6enR0dABY2ztMYUBgdl3XeOAVbO3+sOeh9q2t+tn9bF+v5VGqqW2D85rnXutBn68sWz2atJPxOQQy5v3j/bZpYjPKZ7WhfdrDhPOf/G1/7lkcOWi4s7NzXWCkFnaml2GZ3+tnXgOtA2cvIHuR6/cKqloXADhy5AieeeYZLC0tGekcjUbR2NiIYDCIWCyG2tpaRCIR48qura3F/Pw84vG4UUnD4bA5cIKgx1Q5FRUVZuN7KpUyJzDxQBabIekk1hARte1o+xTsbBXD7l+7fxTAlGHbapXdn/odgBKmR7WbYRb9/f1YXl429kn1cpP92dkyotGoOfaPjCsQCCCTyWBhYcGwuD179qCxsRHFYhH37t1DLBYz72hra0Nzc7NZqPoOPZk9mUyWhKHwc4aA6DkOdrEzo3j1nY6Tlo1YG+/1cgLZY6rvt8NQWEcCuY67kguq9XZUgqat2kyGttl81atm7gafexbXdf/Ydd0Truue4D4/222vzgEWm7J7fb/RotT/7YVqu7PLUW6WxsZG9PX1mcSFPAmqvb0dTU1NcBzHbP+oqKgwKZJ4qHAoFDLARRWosrISS0tLZr8iM+FycqysrCCRSHgG2AIwsW5ciJpSSCcci5dq79Vf+pkX8PPoOVsV1vHkomBALfep6lmZfGYwGERXVxdCoRBisRjGx8fNs3mgMO9To3pFRQVSqRTi8TiAtaQBuVwOIyMjRr2vr6/H9u3b0dTUhGw2i4WFhZKToNra2uD3+419VE+oZ/9S4Hj1qw2yG9lmvQqfZ5sDvOaq15wvN7/tZxQKBRMUzrbxfXZbCdLMxMJTsRgLmE6nzQ+ZK8FtM8tnZWif9jDh8U/+tj9/rKIL1J4gXgZVHTzdQqN2oI3KRhKD77avsdXXyspKbN++He3t7Zifn0cul8Pc3BxSqRT2799vFkkikTAnmzMglO2kvcFxHKMCTUxMGA8gEyk+ePDAtJuTUNVuSmT1KNmMi4uP/cV2bpTKx6v99u9isVgSh+bFNng97YOsXzkw9fv92L17N1pbWzE2Nob5+XkTWEunCQATWE0WzWfy0Oa6ujq0tLRgfn4e4+PjWFpaAgC0trais7PTsLP5+XljSmhtbcX27duRz+fNye12/3AcCM7aToKBgrcKHWVCts3SyymjTLecc0b72F4v9vf2M9Xm6mWPVibNLU7aRo4r5wGFlZoFPlcbWpnyQ3yKw4Rd1y04jhN3HOcMgAsA/gGA//dnebFtX2Gn2/o9sLZoeQ/DHvi9AqX9DC0qSTaaCHb9tm/fjiNHjmB2dhaTk5NYXFzE7du3cejQIXR1dWF4eBhLS0tobm5GTU0NZmZmDJDRhgbASL/GxkaEQiGk02lzVJ5ep3YxrQuByc4qwnvYLxtNWG23zTjsa+3FxUWhQMtxUXuRgidB1VaPOBbd3d3Ys2ePyZQxPT2N5uZmsw2LHk0A6wCV7WVGDm4ny2azaG5uxtGjR7Fjxw7k83n09/cjmUyava/d3d3o7u42NkrdUgXAHHXHNjMvmKqcmlUkkUhgbm7O7BZhv/r9fgSDQYRCIWOaYCwdBZNtWvGam4+ar3ZhH9l7mO3wGRadc2w34xb5PfugurraeJVpZ9tMMAMeL2zjP2LVAdDsOM44Vs/h/Jf49IcJ/x+wFrbxEzyGQ8Cr2GqkbVDWwo5W+q/f8R6vBcqi0lCTRqrNxgvQAKCpqQlHjx7FvXv3sLS0hFgshomJCbS3t6Onp8dM5qmpKdy+fdtMAjKKSCRiMtem02nMzc2Z73K5XAmg8XT2+vr6EhapE12dIV6AxPZqiIT2w+MsCLI8HZdym+ZVWnMhKTi7rluSNlxLQ0MDnnnmGYyPj+PmzZsmjqyzs9OAlvYB5wJTcHPvJ0GnWCyivr4er7zyCt544w20tLRgZGQEV69eRTQaRXV1Nfx+P7Zt24b29vYNDfUqbO0fYFXVHR8fx8DAAAYGBnDnzh3MzMyYxAQAUFNTg9bWVpMPb/v27WhtbUVLSwuamppQU1ODUCgEx3HWqbB20X6wGbRdbHVWBQ0dURS6nCe6tYl2To4jPbsca3XS0CRQbu19lvI4Xs7fKfPVpzpM2HXdywAOfKraobxtRo3xLMoK7LIR1f6sRSeI1lNpeF9fH/bu3YuJiQmTU2toaAjbtm3D6dOnceHCBcRiMQwODqK1tdVIt56eHnR2dmJgYAD5fB7JZBKxWMyEGvj9fiwsLJRsGO/q6jKBtewjrZeyHntTsJfdjcBkqz8b9YcuBv5N25OqMgQd1sm2KVF1tJMq8p6amhocP34cc3NzWF5extjYGKamphCJRFBXV2dsjjU1NWZLGReh46x63qanp1FRUYGlpSUEAgGcPHkS3/zmN7Fz504AwNDQEB4+fIhcLge/34+amho0NTUhGAyuC6WgjZBxg6ri2ux1fHwc/+E//Ad89NFHWFpaQiqVKom3W1lZwczMDAYHB+E4jok5rK2tNdlZ9u3bhwMHDqC9vR3BYNAkorSLvvtx7FW6JshsNXZPzQZUJ9mvtHsCMAHjHC8+Vxmr3+83qa82qzz1OwW8inpJtHNZHreDygHfRmxN7yGo2tKafxeLRZP88O7du1hcXMTS0hLm5+cxNjaG1157DdXV1fjwww+xuLiIlZUVk2G1qanJbO5eWloyjgGGHRSLxRLp19vbi4MHD5ptQDaYsW32AvOS6qq22ja3x+1X2yPmxdAYLqEMiu+i1LfBjKm8qcK88MILmJ6exsrKCmZnZzE8PIympia0tLQYdW337t3IZrPG5pVKpUriy5LJJE6cOIFvfetb2L17t/Ea37t3D/F43LCU5uZmI3S84u+82KkW111NFPnDH/4Q7733HmZmZgCUptUhgBHMNSvv7OwsXHfV4fHhhx+is7MTu3btQm9vL3bu3InOzk40NzeXHN5jj6ut6m/EupUg6N8qxPmjTFfVTzJwAGarGFVYzudfK0BTlcFejPyexbYjbFTKSatHOQ2UrfB6lV5e79m5cyf279+PkZERwxQGBgawa9cuvPTSS2hsbMTPf/5zzMzMYHZ21gTV0htnsxy/32/COyoqKtDR0YFXX33VhLgoE7LVTpu9lVNDvJinfY1dbBtaufhBuy9tpquR9TaTo+OgoqLCJIt844030NHRgYsXL+LGjRuYnJzE/Pw8ampq0NLSAr/fjx07dpj7yXyZ/PHIkSN47bXXjCqZyWQwMTFhrgFWQWfnzp3YvXu3YSMaxKy/7TnKNufzedy6dQsXL17E8vIyXHf1/Mq+vj40NTUZexPz33EXSCwWMx5GhoZkMhksLS1haGgI58+fN+dO9PT0oKenB21tbSa9kc2CNfedPZ91rekOHHu3A+tDjzmv04QCqpoS6NXj7SUYnrQ89YDmVXTy24ypHCA9Tsc9CszKff+o+1paWvDiiy+ajLPZbBaJRALXr1/HsWPHDKi99957GBgYwMjICGKxGLq7u9HQ0IBQKIRkMoloNGrCEphpYvv27Xj++efx/PPPIxgMrmM0to3QVgtVPSJT8AJC3qvfexVbvbJB0gYv/dF3KMPjgmR7NGuD3+/H/v370d7ejgMHDuDNN9/EjRs3THJJsjaq6YcPH8b+/fvxzDPPIBqNGvtUMBg0QLGysoL3338f9+/fN6db1dbWmqwm2q+ayUWLl202l8vh7t27WF5eNov88OHD+Ht/7+9hz549AGBCQHiAy+zsLCYmJjAxMYGZmRksLCyYWDpl6XNzc7h9+zbq6+uxdetW7Ny5Ez09Pejr6zPgpmPPfH22UNNxUBKhc0qN/9XV1SXhNQzXIMNmMK3OM9WwNrv8SgCaeom8Ipw3WmC8B3h0KuLNLnxmIBDAzp07cebMGYyOjpqNzkNDQ3jvvffw7W9/G8899xyOHz+Oq1ev4uOPP8b4+Dhu3bqFSCSClpYWhMNhsxl6fn4edXV1OH78OF588UXs3r17XSobLcpygdJ4PU5sYM2DqPYh29jN68oxYQVK/raZmy4ivst22vA95b5jGyoqVg+2ZbBrV1cXHjx4gJs3b2JiYgLz8/NwHAfhcBhdXV145plnsH379pIgXNrUqAbNzMzg5s2bhiEHg0Hs27cPx44dM+q+skeONdtss172FYNtmW0iEAjg6NGjOHToEEKhkAFH13VNfBsj6xOJBCYnJzEyMoJbt25haGjIMEyyJAIys5FcuXIFW7duxe7du9Hd3Y3m5mYTvxgMBkvqateXIK22PTu0hPcxiJkahK3Och7wecoafy3TBz1O7JjaejZ6htdC3Ewd3uvZPGT4yJEjuHHjBhKJhNksfePGDRw6dAh1dXXYvn07+vr68PLLL+PmzZu4f/8+FhYWTLBnV1cXqqurEY/H0dDQgJ6eHjQ0NKxjqgQMrwBL/d629dhsCVi/ad/uP2VttqdSQcsGEL2P9heqIqybGsmV8djjpdK/vb0dkUgE+/fvh+M4mJychM/nQ01NjTlsh2DO5+VyOZN3rrKyEmNjYxgbG0MqlYLjOGhqasLp06fR29sLv99fsu9U+8BWy73+57s0YJohLcVi0QRUKyutqKhAU1MTduzYgaNHj+KFF17A6OgoHj58iHv37mF4eBjz8/Nmf3A+n8fCwgIWFxfx8OFD3Lx50+wF7u7uxqlTp9DZ2WmcJ8D6bCEqTNSex9AfAq0KA44Xn6dzgYCobXoUEfks5akHNHsBPQ64PS1F6+o4Djo7O3Hs2DFMTEwgGo0im81iZGQE77zzDnbv3o1du3Yhn8+jo6MD1dXVeOaZZ0qOAOPiB9ZOHdJJxHcqg7A/1/qovUdVAS/Qsp9pg5uqqPouZYDqWFAGqHYaXVh0APC0rI3sU/puxm+5rovdu3eXgKHNGlmXVCqFyspKTE9P46233sLw8DCy2awJkD5+/LjZ9aGsTG1KWie+R6/n4lfDOXd66F5QqtPBYLBk6xezgfDshFOnTpmzJh48eIDBwUH09/djamoKS0tLxgGSzWbN4TqDg4O4fv06urq6cODAAfT09JjMMJo9hP3JlPCsnwYLk3ERhDXEgx5OCipNG6QhIL+WDM0uj2v4f9pKIBDAM888Y+wh3CZCQ/Hu3bsRCoXMpFbGYgcB6/FfmulB1UtV7RSM1GGg19MmQqmsE9lmIeWYGp9vG8u97GZqi2H97T2M6gxgos9sNlvCsOwN4prhV+vHd3qluiY4Xbx40ZxT4DirOzSeeeYZc26D2oNUhfeakwreBCUKJ44hAY0AoBH0BAMCnY4p311TU2POa02n07h//z4+/vhj3L17FxMTE5idnTUhFKlUCul0GvPz8xgdHcXNmzfR3d2Nrq4u9PT0YPfu3eZ4P7ZP38n+IstkXJ9tC7Xtr3wGgUz773PPh/a/ddHFsRE7s2n+01h8Ph/a2trw6quvor+/30T7Lyws4K233sLOnTvx8ssvG5ZBW4MuVmB9au5yjEU9iBqwCnh7MdWuBqzt/bTVAi/PpG38V+bH9yrb4GLx2hbFRZ3P543rX9kZv7PDU9QmozYu2xZYUVFRkjWVe2f7+/tx7do1TE5OolgsIhwO48CBAzh79qw5REWfo2yUc9NrLBRcNZJe7Ykb1Z994iVM2Cdsw5EjR3Dw4EEsLCyYwOBr166ZrV1USWOxmNnYf+fOHXNgz8GDB7F//37jdVXVkMCqbFSBXfuZDIzjRYHErWJqb9xMreupBzRg49gwr2uf9rJ161Y8//zzmJubMxucR0ZG8Dd/8zfYs2cPtmzZUnL8GncKlANtG6xsiblR3ykYcTsKpaZmpODC8mIjtq1IQdZWCauqqhAIBFAoFJBIJEqO16OKwgWq4QWFwuqBOD7f2onpLLZBm3W0D7FlW/V62qu4QX16ehrpdLpE+Ozbt69EqNj9UM4WZH+mAMtn0Stos2B70Wt7eZ2XyQBYnS9btmxBU1MT9u3bh2effRb9/f24ffs2hoaGzK4EBnqnUiljb7t9+za2b99uAndbW1tLUo3rdjK+W8GXNk8b6LjjhXF97M+NIhM+S3nqAc1Wt+yik8b2gD5u+az3fZZSLK7m5PrKV76CXC6H//Sf/hMmJiYQi8Vw6dIl/Omf/im+8Y1vYPfu3aipqQGAkkXP+ipgcPKzlLM7esX+2GCgtg5+rkChxQYwVTW8FrOqsOzzRCJhpDePOuNWNV5PFZPgSlUnl8sZm46CiqoxfI4uHC4mtU1duHABP/nJTzA+Pm7YWW9vL1577TVz2pY6O7xskna/qzrLv2lrIlOh+kYmbgOmOh5UsKiRXcdZx87n8yEcDqOnpwfbtm0zZ62Ojo7i3r17uHXrlgkuZhaMaDSKyclJDAwM4PLly9i9ezcOHjyItrY2s9VKnTM61gQ8mgPUk8msHUxrrh7WXyuVk0XVzs1mYZ+no4HSNBKJ4Pnnn8f9+/dNlPvy8jLeeustOI6D3/u93zP2FZsNcDGpLUilNd3/uveOE0ztS7ZaZveF7X7Xz+2JbYOlbXvhZ8z7z/vp5aME57M1NQ03bWvmFA0dULVIFzwj7HVblQoA9u39+/fx5ptvYnBw0BxaQ88mz021jdr2nPFSB21g11PuWceNnAm0vXm9Q/tdBZHuw2UbGYNXW1uLrq4uHD16FIuLi+jv78eVK1dw9epVTExMGLZG8OEB05cvX8aePXuwb98+9Pb2oqWlpWQfsw1krBfZL/tZz2Cw7W+bVZ56QCPCK8uwy+MCkjIxm5XZdrrHsdt9lqJA0NHRgXPnzgEArl69anYKDA8Pm0WsBmUWXVQq5XQSk4Eo4HGCaeF3mnbHZn8q8e226OJSD5hta1G1tlgsGhALBoMAUBKDZS9OenMBmCBOAAasWJQBquDTze9aFx5P9+GHH+LWrVtmi1k4HMahQ4fw/PPPm21ICsoKjnZfeDEOnVPMe6f11ft1XHS+sD22EFJw1HrawK1ziUKktrYWBw4cwEsvvYRbt27h6tWrGBgYKLG1LS4uYnl5GSMjI7h8+TK6u7tx+PBh9PT0oLW1dZ2XUttgq808TJtj6pXc4UnLUw9ogDdTUOmnRuaNnsHB1c84yDaQ2c/e7EJ2cubMGUQiESwsLGBpaakkB5oafKmKqYFYJ7d6kPQ+LyM2AAMq7BdmQrAXva1qMiOIrW6opNUwBPahHV/GZypYKavi/awj1SkmwNRxtL1xCuZ2nzuOYzy5U1NT+OlPf4q33367ZBP6qVOn8E/+yT9Bb2+vsSnacVraZn0362Nfo/NJ6+2ViURjt7z6U/uf16hwUxMBf2zAZL8zgcL27dtx+PBhDAwM4ObNm7h9+zYmJyeRTCZNQLCytm3btuHAgQM4ePAgmpubEQgEjH3TBllVn7XPvATDk5ZfCUDbiJay8x6XUdk6v32PTfP/NtVRqp48xJceRv6oKqj1t/vDS90BSm1cei3bSPe8LiibGShg2TYh27ule/+86qIMhkyMC4CLlo4IO0yFz6QB3Ss5gTJZBVEFIrYhHo/jpz/9aYndLBAIoLu7Gy+88AJ6enpQWVlpDvrw6tdywsJrTFzXNWnWqVqrLc1m4TaAPa5qpnNb+xmA2Qyu+yo5BpWVlejr60NfXx9eeOEF3Lx5E7du3cLt27cxMjJi4tqy2Symp6dNXNuNGzfQ19eHPXv2oKOjwyTa1Iy0tJlRcLIdXmm9nrT8SgCa2hUAb6+SDUReRSfXZtvhnqQsLi6aLTEKZpyUGi3PogDBxa3pWmwQ4+c2awLW55jj4qTNjdfoc70WsLIqGwRsiey6a0GbZKt6ipKqKvxO2ZsCo4KWzd74LO2PlZUVTExM4O7du5ibmzNhBVu3bsXZs2dx8uRJwzZsB4mt7m9UtH6sG4NY2b65uTlks1nU19cDWMu5x3dwnNinOieUEasKqu9Xts6UStoetUvy2W1tbWhqasKJEyfw8OFDXLp0CVevXsXIyAgWFhbMVquJiQlMTk5icHAQt2/fxq5du9Dd3Y19+/ahrq7OjImyRN1CxbH4XL2cjve5nP8dgK8DyAEYBPBfuK67/Ml3m3ouJ4uX5FcpbKtTeo89yPYzve6xr/nbYmqu6yKTySCdTqNYLJqzOgGYyHAFYNuOwjraYKGTiVlCyciYRFDZkBrktXDCq4evHCPU+xVo9TNdTKoKafybV3tc1zWLUYFPF6K+q5xzw+dbPRRl69at2LJlCx48eGBUze7ubnzrW99CW1sbHMcpCZVQ9VA9dBsxDFt7WFlZQTgcNupZoVAwYSJaT9uWabPkcgyd96q91B5X3Y2hz+RY8xk80HrPnj3Ytm0bTp48iTt37uDWrVt48OABFhcXEYvFEI/HzTa+oaEhtLa2YnBwEMePH0d3d7eZy2w/WTbX7mYTi8dhaH8C4P8D4E/lszcB/KHruiuO4/wrAH8I4J87pedydgJ4y3GcXnc1ay3P5TyPVUD7Ch4ja616TLwkMq+xQc3uLNu2oPfZKifv17KRLe2z2tn4/oWFBaRSKTMx1UBuL1Rti+ar14lJlkRW46WOcYFS5aO6GIlESlQ/oDTRn+2IUBbg1e8aUkFWRkbG1OLsO90loGOkwZj2+9g2dQ6w2P1HcOZBJ7/5m7+JVCqFX/ziF8Z2yf5iLJqqbKrG8b2sqwoQWz1nyefzaGxsNNH4PDwkk8kgmUyag6i1XWQ3thpug506QQCY9Eo6dtxEbjNOZXh2fwEwoR9dXV3Yv38/7t69i6tXr5oDmGlni0ajZp/y/fv3cfbsWRw6dAgtLS0mGwfHwKstm1E+07mcruv+TP49D+Dbn/z9Bjb5XE41dit95yDbnWGzMtsWZH/nRRLtRfkoIvlpwMwOP6Fxmplnfb7Vk7mZ98v2gnmpy3YbVc0gUOmWJrVfkflQxeTma40X0+c5jlPC1jZ6P9uji4XfcVM0x5b9YbeT96rx2+dby1nPerBONmOy68jPqqurcfjwYdy+fRtXr17F7OwsFhYW8ODBA2zZsgWu665jaLZALbcQbUbN+3X8td4McgXWMt/qPCHQsu02mPPH9oACaweWMFxGBYUKYu17nVcqFJhJuaurC8eOHcO1a9dw7do13L59G9PT0wbYlpeXkUwmEY/Hcf36dezduxeHDx82tmKyNq+zEZ60bIYN7fcB/KdP/t6Uczm1OI5jci6x83U7kBcLURWE9oFy0t3L3sNiX29LFgDr3udVf16nA8f7mFqbi4dJC3mgBOm/fYKRzSztBcaAVGB1AhEAyL5SqZT5DlgLytRMEOy7bDZb4qxgX/L5rJ8XU7XZBQGUR5npdQDMBmmCHOOoCoVCyRF1yq7tfY4ENVs95s/KyopRv7du3Yq6ujrMzc1hfn4e165dw7Fjx9DY2GjuY/30kJnHUZkUENh+shQdi0Jh9YQopuLW0BS77jonOX+ZyJEph3gP7Y3sHxVKui+WfaxzmEzOyzlBe2N7eztOnTqFjz/+GOfPn8f9+/exuLhoDmWemprC4uIihoaGcPXqVezduxd79+5FR0dHyY6QT2F5emR5IkBzHOf/idXDUP6MH3lc5m7webnnlhw0zMBAr9ONdHLbklEBbiPQYrHVTHuyenX8o1zPXkyPk7FQKGBiYgJjY2MlpwZxctkTyQZO+536LlWDyDaovqnzgLYW5t7iJPb5fKbPFcRtiUrVl8xCwUUlPuuv4KxtUNc+66Wsyw5u1X7U+211SuutP1z8W7ZsMeAVj8dx48YNjI+PGyO9PZ/s92405gqgat8Nh8Nm3tLR4ff7TX11V8TjaBMca2WUuh+W9km+Ux1EVVVVZgcAAdBmo8r6dFyrqqrQ2tqKc+fOmZCPK1eumKzBiUTCHJrNvaV37twxcWwtLS3rgPRJy2cGNMdx/iFWnQUvu2s12pRzOV3X/WMAfwwABw4ccLPZrHH36gLQSaI/Vj0NeNiOBXvRAevPq9ygjiUT93GKvovvGR8fx+zsrGE7fJ4uTGBNdbDfZRuQ+RnfpYuCi4sSmqqbqqE2e9XYNtaDdbAPAVajOZ9h203IHLz6knWw1TL1/OquAVW3bE+dRq1r/2j9VlZWEAqFzEEjy8vLGBwcxNWrV9HX17fuZHNlR3a/erWH76CgIJg3NDQYcOFZB8FgEIFAoCTbq3ps2TabFZIBZ7NZY2y314iyWTojKCzIhIvFomHAtvfaBnPtR/ZlU1MTGhoa0NfXh3379uEXv/gF7t69WxKku7S0hHg8jomJCXR1deG5555Dd3c3NrN8JkBzHOcrAP45gLOu66bkq00/l9Pn85ktQJRGNALb9gCbOdiqAQfLC/R0+4xXsQfavv9RdoByQMvEfJwYgUDAHEVn21+8Fo4+S9UQttNOjqixbnqP1ouFbE69enoNt/F42Tm1LgpQNEzbi0SZBn8ITul0umRPJoASAaUqnBfI2ICsmUr8fj/a2toQCARQLK5uzerv70c2mzU51SgY7EOD7b9t4UIwU0EUCoXQ0NBg6pzJZMxBxtpXBGmGrNhMT+eybu/SPrBBV+2irJPOETpsvOazLWD1Gt2z2d7ejtbWVhw9ehQXL17E+++/j8HBQczPzxtbYSqVMtl29+7da+yHm1E+67mcfwjAD+DNTxp13nXd/737t3AuJ9Ul24CpjMyLErNQInmxHj6fn3lJc/5+krCNcqpqsbh6opO67dvb29HW1lYyGTeK1VEwV2MysGajUSYLlG4foqrixZDs/YuctMoC2D4FTZXqGhNGtcc2RGvRNvB5PEMAWItwVzVamYjNJFWg2aog66YHihSLRUSjUSwuLqK5udn0G5+l7dM6egkFZUXavpaWlpL9trQ71dbWltjayOhU+Khqbqu0NqDajgj2kTJy1lPbQrXfS6ja1/F5SiAqKyvR2dmJb37zm3jppZfw05/+FB988AH6+/sxPz+PXC6HRCKBu3fvGtV0s8pnPZfzf97g+k09l5NU2I4MJ921PTcq+W3qbUtt3qeqk9R3nQPgsxYbIPnu+fl5jI+Pl4QydHR0mKBEL1ak9eMisyU7gcdxHGMbYz+p9FZDfzabNQ4BL9ujLko+m9eqrQVAiTrINqgdRxkf77PtNnbf8Vp9n80cywkgG4DtjfCa2DCTyWBsbAwDAwPYvXt3CSArqHi9UzUI2gvpzVUAYUwg+5DH67Fv3U/sUyp4OH72tjf7R+eNzn97HDaaWxx3AjxNE0wUYO/ftIUFf1dWVmLr1q34zd/8TRw6dAi//OUvcf78eQwODiIajRqPqFfIzWctT/1OAZ/PZwIRdSAUkNTAzWJLFAUsLjZlbl62qEepmeWKLbH1Hn3e4uIiFhYWjGfK7/ejpaUF9fX1Jd6fR9F/m7kCMAG6nISq1lEQ6IIh0PA5Xu/m53yettVLNVM2wW0uAEqASKW7XsvnKLB6AZ0XuNjFBlBlvq7rYvv27ejo6MCDBw+QyWSwsLCAW7du4bnnnkN9fb2numX3E4sKFo6pzdQCgQDC4TAAIJvNIhaLmTkArDFZgm4ulzNB1trXXgBug5n2i/3b7kv+TbVc4xAJtGrf09Ai3cKl9kFuHdu9eze2bt2KZ599Fu+99x7efPNNLC4ultgMN6M89YC2srJiTjli51VXV5cYyXnijHr2WNTWAJTG26i0A9bHCDlO6Wb2T6t62sBmM8aFhQXE43EDBNzXaWdotRmGbehVA69tK9LAVW0D458U1PX0bZv98vnsZ92EbG+14tFltHPRxqaASYO7qi22U8E2iLOf7AVr11F/6+JXVVrHNxgMoqurCxcuXDD1Ghsbw9zcHGpra0tONLLngC2kgPVnDvA9/DwSiZiMxDzQJJFIrGPBPp/PBN+q11PVPWVm5QSf3Te6dUw/599KHNTWxu+UtXGs2b+0+XFcCNQ+32p85cmTJ7Fnzx5s374dFy9exM2bNzE0NITNKk89oLETKQW8pBTjeHj9RsWWZjoZNPDUC4xUjfICt3LMTAsXazqdxoMHDzA/Pw8AxgW+a9euEoDYiA3oQrcXFq9VsNPflJ5sO8FMpattI1GbmM12yHgZBsBx0Sh79p/mBaP9h8xAF48G02puN76LRe1uXizTHk9bBa6srMSWLVtKDvpgUkkvVVj7WZ1VLLbdjIUsmEHOzHAyNzeHaDS6ri26JU7NKLZN9NMUW23nZ8p4beBkP3D8VfDYdlnN96YmB76roqICLS0t+M53voPTp0/jvffew7/6V//qU7ejXPmVATT9mwBHuxP1dZtN8R61KSkIAmv2FVVptZSTYvp/OXXVqy20CfKcRaoSfr8fra2taGlpKTHiahJHtoEZQO336m+bRRG0KPm5wRhYYwNAqfQmk+R1ynIICjomyoS448BxVu14BESqwqyDzZJt5qlhIjYDV2eA9rGOqw34OnZU6yoqKsyBzq676oRYXFzE+Pg4ent7S3YlaNH5pnWy68Lv+X9TUxPa29vR399fwsS1Pa5bmo1E22uPg9d8K6d+8zsvYcxiA7brrnqamUdNbaTsx3A4bASUak52X5PV+f1+HDp0CLt27cK/+Tf/pmxdP2156gGtUChgaWnJ6PC0qbmuazpHF65tO9DsAsqsFKgIcFykGhLA+7yKzQL42UaFdcjn81heXjZ7OKurq9Ha2lqyj9NmkipJta26SFVN1XoSZCKRCFKplElf7fP5jIGaaiKlsC6eUCiEYDBYIhC4GPldMpk0HizWzcvbqAGfNiO22YJ+psBrt9cuXmq49htZXjabRXV1NcLhMGpra82inJ+fx927d/GlL33J7FTwip/zKgpStiAFgIaGBnR2dhrTQjqdxsOHD3H48GHjTFBByzmpnkcvBqj18WL0/Fz73P7Ovo99R5AioKntlf/n83kTc6ZjyrRFKhh0u1dtba1nP36W8tQDGrBGiUOhUAn1phSj5LIHWSe9LiZ+Zkul/397bxYb15WmCX6XawQZwX3fxE2btVimNqeV3tLVttJZdlYaSLiR6Op8aKALje7GzEOhUY166ZcBZsHMoAYDDDCDSVTPoDCJqax2pYFa7LLTltMp2ZZE7QspUdyX4BaMCMbCLW4/BL/D7x5d0paSadNK/gARwYi49571+/f/qFjMZ+h9tC36/aMQFw09PJzU4uJik4aj/VPAVCP7ViBru+n1c0pm3Dh0uPD8Rl2AlFb4u9LSUqytrZm8QFtSssswc/OQMwPeev92Wo2taus92AbHcTxgaEtofqQgqO/VAVFWVob6+npP/fvR0VHE43FUV1c/yhQ/9Gw1B9BRU11dbexyyWTSnAOqUo8NMJSydR1z/HXMtloffmDlB2z6e51nlcz4PdcJYww5r1oMwHU3UuVUpd8MeB+XvhWAxoVIlSWb3ahHzoBI5facEE4+Xc1qXP+qIroNapttHlvt8bsfDanpdNrEHnHBlJWVGQnNL3+OQObHmbWdWxnIOW5q8Od4qfE2Pz/fAJp6t5imQ3uPji8XM4lzomqdGo/9JNvNJDRgIzdVVTNbSuX9/OZIAVLvzXtVVVWhs7MTly9fNidxRSIRDA0NeRjpVyHOk59UzbVcUVFhyo/Ts5pMJlFZWflQewmK3ANaXVjHzZZ09T76/K20CRtEVb1U+xr/X11dRTKZ9Hym7abGkc1mTf6ubdfdTvpWABrVSqoyHGxufrp++T83kU6g2mWAjRLUyj1tqYhkA8xW9GXAx2TwS5cuYXp62rSxtrYWtbW1W97bXqS6Oe3n2+EDgPf0KOWs9nVcuMFg0AAwVS6qF2QutGeqTc+P4yt4qrFY26M2MlW5be+kvTH1Wls10775PQPYKLUTDAY96nc8Hsfc3Jwns+BRYxPt31Oyra+vR0VFhRlvOgAaGhoeksx1vslcOC6U2vhbDYNQYNHx/ipMmffT78jcdL0xpATYKIKg4VOqfrLirWZFqB1yO2jHAxonTDcEvZF0EXNAueiYzE6jJCUEwGtD4YBSmlDAsCWIRwW0rb5bXV3F/Py8xyhfUVGBUCj0pZKi3wK3f8fP/OyAeo16s/Q+WpY5GAzCcRxT3ojjW1RUhEAgAABYXFw03jhVEbn41RamY2FLD9o321Zmq1F2vxWg1tbWjHpKUrBVbzXXE6UmGr6Xl5eRSCSM9GG368vI9kza3wUCAQOgqVQKMzMzSCQSRjKmRMw1rLmq2mebYfNP+6rjo+tIx1j/1zH2Uy91PmzA1jGnFkCzCtuldjfu2e2iHQ9oruuapFkCUF5entl01McDgYBH2mDYgV1qRnPd+F7d4Lo4+PztJMdxsLi4iLm5OcOtg8Eg2traTMoTn7/Vs1XEtzeOn/pG6cY+5MQGCaoyZACUdjlOukgppQEb3jAARkp2HMfY1RRw1OajwGIDNZmW67qe2DHb4aHX2BKajok6JvQzMrWOjg5UVlZidHQUy8vLSKfTmJ2dfUja20yt9QMFJVWVS0tL0dXVhf7+fpPPOTw8jNOnT5vMEV0DtnSp42ivWz8JmeOsUfnaD79UJ72Pajc2wydAcRxplyQQK6kEZ7dnO+hbAWjKBSj2c3MBMLmenLhMJmPATFUlnRQ/lUyfZS+a7QI2gm08Hofr5ryboVAIXV1dqK6uNgDN3z7Kc3UMbICw76VhGnwWf6OudzIJ1s2i+s/vKQkFAgFzdJ2GjPAZKhVupjr7mQVUIvEDEluC5sZU54Q9Lnw2AY6/bWhoQENDA/r7+83BuzMzMx6Atz3kfm2xyU5XAmBsdhy/TCaDW7dumQBbBS9lxMrwbJODghNJmYOOMd/bqqiOk0p9+kwFdXUSbDZXvE7t2BwTvwoyvw3teEBjuAFJK0UwpomqEVUgDfjj4KnYTq5scyQ/0pi333bgef3o6Cjm5+cN0FZVVaGurs5jZFeu66dWcqFzobE/m3mhtrKHMCBWT+TRyHYCDJ0JvK/acnhfXk9HjIKatlnbYvfNT2VWILSv9TMPcIwoEajayzQsNXZTei0vL/dU911YWEAmk/GclmQDiN8caRv5O70WADo6OlBWVmbiERlgW1ZW5pljHVfbmaNeVDtEhm3TMbeZhM10tFKLmgtsEFTHhw2aJJu50N6t++/LNJFHpR0PaGtra0gkEp7NygVKsOJkaBoPF242m6sKa8esqRSjmQa2yrCdEhoXSH9/v0lILi4uRk1NDZqamjyL3ybdrLbdRDewqpgATEyZqto2EPB/GnUpabE95KzMC9XNpRIvF2owGPRkAOjCtRe9qpt2m2x70GakoM5rFWSUadkbVamgoABlZWUeB0AsFsPCwgLC4fCmEpnfvKmEQk1BpZ21tTU0NjYaryZToCKRCMrLyx8yr2jWhD7L3gO2VGSrjfb/ut79QAvwllEHvGlxBEC/vqsEqNdqH7YTzIBvAaBRsvLjhuppU8O/vREpfahkwolUyQZ4WFLz477alkedmFgshtnZWRNQW1hYiOrqagSDQWMrtCUNXRTsh3r8Nvuj55dqOHMHtWS2Slf8Y54nx6WoqAglJSVmU3FB6yYFYCRlbkStrwXAnKmpY2urxPb/GsCrap+2mWuBrwQjSmJkZFr9wgY2x3EQCoWwZ88eMy7Ly8sYHx9HJBJBa6vWLX14Lega0Hbpqy2xFBQUoL29HdevX8f8/Dymp6cxODiI7u5u4yBi3JpKxryf67pIpVIGmFQqs0Gdn9tB48oI+L32je3U8acGocCkjMtuh4IhwZ3t0Pzh7aAdD2iA91AFThzf08itgKbqkkou9sBpNYet1AYlPzXHXtSbSVkAMD09jfHxcWOTKisrQ3t7O4qLi43aYNucuJgoZXKz2hKILkgC2o0bNxCJRNDR0YH29nYDairtUpryK7wI5ACMZxCo6s728ZVqmdZXcxzHbEo/dY3vdW5UollZWUEgEDCmBgCehHv7nn5qt1bd1coRmq9KqqqqQiAQMG2IxWIYGhpCT0+PR2rxk5J0fHRO/ADYdXPG9O7ubtTW1iIWiyGVSuHu3bs4efIkysvLPfmmdmYF+81722l/tlpvA4sydb3OZtZsP80hqsr7Sbm2ndJvrgl8+fn5D3mjf1va8YDmuhuGaXJcTVnh4rbzxlQtZQlvTdcgeKh9bitjqd2mrexAW9HCwgIWFhaM3SocDqOhocFTUQHwlmfhAbEATES2X5iJ7cFdWVnB3bt3cfnyZTQ1NeHs2bPYv38/8vLyHqprpcZ4ACZ8gPeio8I2jutm8ZOgNOKdv9sMgFTVm5ycRCKRQENDg6lYrPeitGdvSlXVCK4ca7ZNn2mrtay4Oj4+bqS06enph35nawz2ASr8Ttcm28++lpSUIBwOIxQKwXFyR+fdunULc3NzaGhoMOOt9i8yMjJj2tvsOEBti5okdL3oez8VFdgI4eHY2vY3P+D002D4v5qFeHTg12pDc3wOGpbv/hTA/wSg1nXd2fXPtv2gYYreHECKqXl5eaYOOyd+ZWXFfK8iLyeNnEEnR0XxzTw1tuj+OJOwtLSEiYkJM4mO4yAcDqOurs4DnpR2AoGAURm5MTTHUv904bI/+fn56OzsxN27d9Hb2+vZsGpzocRipy3pn0p1tmeUn+vG4Peu6z0TwP6eQEPgdhwHg4OD+Ku/+iuUlZXhjTfeMDmWJIK9DSL2hrKlBQIP51hDQUjFxcWoqKgwQdq8h9/BNSRVv9R5kc1mcffuXXz22WeYm5tDd3c3Dhw4gD179pgMl5qaGtTW1qK4uBipVApjY2Po7e1FZ2cniouLPZKqzj3VZ22TqqY6P2yfqnlkZlrfbDN7JZ+vedGb/U7HXyMGbM8pGRfjF7eLHvegYTiO0wrgnwEYkc+2/aBh4OFcQRq6qRYw9UbjnXiqDweXi4PSHtWYzchPKuPnjwtok5OTuH37NhYWFsyk1tTUGPd9Xt5GdL7aFzZb1Nou25Plui6CwSCOHDmCeDyOmZkZXL16FR9++CHefvttlJeXewKS8/LyTJS5Vs5Q+5jan5Tj2yq+fqeqqXqMdSyV1tbW0Nvbi6tXr+LQoUPmWDv2W80KjrNRNZdSLO1KlMqYXsR2sz/qCbelxHA4bK5ZXl5GNBpFLBYzn/tJIX5mh1gshnfeeQfnz583joWDBw/ipZdeMudUtrS04NChQ7h27RqSySSSySQePHiAZDLpUTVtE4NK6KpRaDvUEcP1RslQbZx+61m1HbtUt/1eSb2fyvj86HH30Vb0WAcNr9P/CuA/APilfPZDbPNBwxwYqloAzMbOy8tVKojFYp4Telj1YWVlBcFg0HjmNE+Sm4Ncm5vQltLYBluCUje30lbq5/LyMqampjyHynZ1dZnNyNATe8MzWVoPi9XFoIZYWyUIBoM4ffo0Hjx4gPfffx8fffQRDhw4gO9+97tmY+hmyWazxtGiKmhxcbE51k6ByAYubTfvZ3NqG3wJ1isrKxgYGMDf/M3fYH5+Hs3NzWhsbDQMiiYHlQAymYw5IZwqOs0UfJatzgIb0oyCWV5eLltg7969+OCDD5BKpZBOpzE6Oop0Om3UOz8pkBKOzsvU1BQGBwcxOTlpUqnm5+dx7949HDp0CGfOnMGRI0fQ1taGtrY2zM3NIZvdONOgpKTkoUoyBCUFJBbytJkc58JxNs625dwq0Gm7df0SmNSJtFkaoG0n03vo2lQmuZ22M9Ljnvr0JoBx13WvWY3aloOGHTmXs66uzhjM6a3kxlKbAA+5UHtFcXExSktLTSYB7WhUX4Gv5p20ObLf5yR7UejnMzMzmJiYMBupoqLCHJdGlUtVFoIXObcuPpKtVqlYT3Cqr6/H4cOHcfHiRYyMjOCjjz5CV1cXwuHwQ7YTLV+kfaF6oN5NqjOqaqmTANg4+Vs3vJI6QhYXF/HRRx9hZGQEgUAA5eXlRkKwJQ0CvZ8UUFJSAgBG4qQqq7XgbOmAhu78/Hx0dXWhpKQE0WgUa2u5qihzc3Ooq6t7yCuszgldF9lsFiMjI5icnDSaQiAQQDqdxtDQEKanp9HX14eDBw+ioaHBnGmwtLSE0dFRDAwMmBPcVQImOHNNUUOxwUyvo3RMJqXlvjkHunZtQFJP8VZEYFemY5MfcG4nPTKgOY5TAuDPAbzq97XPZ+4Wn/uSK+dydnd3uwxx4ASqTYCkFUa5wSg9aUIsORklM6qefpIZyfaE2lyGE7jVRK2trZkTbrjxa2tr0dXVhZqaGnNq9nr/PZHUrP6ggMFn2/+rzYTgXVhYiGPHjqG9vR2jo6O4fv06+vr6cPjwYZMnq6kr3CA6HrZtxvaEqpSodi1KgHpCE8dJxxMAotEo7t69i+XlZYTDYVRUVHiKS+rGUy9ZOBw2ZdlTqdSmm5aSPR1JVO0JEvzbs2ePUVWz2SwWFxdNZWGOkY4BTR26jghcPNGotrYWbW1tGB4eNqXXHzx4gJmZGdTU1HjOR52cnMSdO3fw4osveryJtgTIVzUR8HP7T9cTpVdqBjqu7Id61B8HgFRq1TnjM9TeuZ3g9jgSWheADgCUzloA9DqOcwrbdNCwkrNukNY6+9ls1kwKo9v1O2BjAau9gYOsXk4+w1Yh/Da0n5vaps0mf2VlBTMzM0bSCgQCaG1tRWNjo9lIbDerEgAPHyWnAKY2FbZdgVxDFBoaGvCd73wHly9fxtjYGK5cuWIMz3qtrYJupl74AavG9GkkuM6LXqN9chwHk5OTJo+ysrLSxH4p81A7mKqSamdVzxw3u6qa/E7VVM1HLC0tNTbNtbU1JJNJzM/PY3V11UiwCtr2GKXTaSQSCc8B0p2dnfiTP/kTXL16Fb/+9a8xODiIRCKBaDSKxcVFo2HQBnjv3j3Mz8+jsbHRI8Xa4RmqDlIF1TWhmoWOI1VZzRAhyOfn58pHMcCXFZb95o/vVXXn3vsqJpztpkcGNNd1bwCo4//r9rETruvOOo6z7QcNc7DUbc9JWFtbM94nenwYLxUIBEw8EQ2swIYxWb1Y6/3yGEJ146iqo+Cnn+liUlDhpohEIhgZGTF2wFAoZOLCFLxWV1eRSqU8UhIXsg22bJ8d0sBxAzYkq/z8fDQ3N6O2thY3b97ElStX8Oqrr6K6utojMW0GmraKpuOlaolK0Rwjqj/KpZUoJY6Pjxs1r7a2FvX19eZemkal3jw9bYgMjve0yyVpe/T3BC+V+iorK83z0uk0JicnjZnDT1pVCSoQCCCTySAej5vfhEIhnDp1Cj09PTh48CB+85vf4OrVqxgbG0MikUA8HjfMl9kaGmjN59iSMJ1HtDNzrO2iDLpeOB5k+PS45uXlGWCldLW0tGSkXvVSbyYMaOrUVtIX++XHEH4beqyDhl3X9T2X0/0dHTTMwSdoEIxY8heAsatRjQRyqmZBQQFSqZThrAAMpyVocOI1knszY78NGjqZ/EwBgR66mZkZzMzMmEUVDAbN+QFUAygdcZPaKjTHg8/hwvPLpLBVlIKCApSXl6OyshKu6yISiWB0dBQdHR0eaUpVJ95PJQS1s9iMhu211RRbxfSb42QyienpaTPHTEHi5mBJKJoNWOqZjgFmMxCgiouLDaNQRkAmRlssg7bV+7m2tmbORqWGwNhBBTCdcx1zSn4sNMAcUb4+//zz6O7uxokTJ/DFF1+gr6/PeDYJtMFg0NhUVc21AZlzoPFdlPIVTGxmpK8ERe4R3otjpfPg5+Th+NkOqc2ke/1+O8EMePyDhvX7duv/bT1oGPCKtOv3MgNtG6MBb9ljciB+rilDymlVjdHQApW29P7KYbggtL22OhiLxRCPx80zmWZDQy3tPratUMbPsxi4AAnuBEFbJSNXpTTLumtLS0u4d+8ezpw58xAYqyRlG73tzaQbTqVKG/j8JDzSysoKRkZGMDQ0hNXVVZSUlKCystKjCjGchM/TgGgyOUqIVKcovWs7mWeqWSK0rfHapaUlUxuN9leaAQgg9vrU8aPjgaBbVFSEYDBoVOJAIICWlhY0NDTg2LFj6O/vxwcffIDp6WlTrujkyZOorKw0bbTXLdc3nTUa/Do/P4/BwUHjmd23b5/xnquGw3XEdDX2n/dn5gf/KK3Z/VYbs0rkdmiMAqw6NraTdnymAEndzRwYTozaNmwOQnIcx5M9YHOprWxG9r24aNWIupnkQZqamkI8Hje2Bdawpz1DwUvVMpuj5eXlGVWaG8vOGvAzurqui7KyMhw4cACXL1/G4uIi7t27h1QqhYqKCvNcbbut1qoBXR0h/J1KCH7qhs21tW3Dw8MYHx9HNptFaWkpKioqPBIe1SmNiVLpVVVsLZzJ+3N9kPloqANDRri2lpaWPHFtrutifn4e8Xgczc3NvmoU54bP4yEgVGPD4bDxutLYnpeXh5aWFlRUVKCrqwuJRAIjIyPIZrPYv3+/AV+/mDP23w6jSSQS+Id/+Af86le/wsrKClpaWvDDH/4Qhw4dQlFRkQm/UUlc15HGeuo6pCRsm2k4j1rcQQHYb3z4u+0GM+BbAmhcyFx4yiG1sgM5C39LQyk5MheSTpa6otVArKCgIAo8XKDQz65C4vdzc3Mm7CEUCpmDN8jxdHLJ2dS4rlIGAY191RgkfSalCY5NcXExOjs74Ti5NJvh4WFMTU2htrbWN5SBm0bBnJ5TLkjdBBwnBTuOh46jDb6s359Kpczmb2xsfEiV0vAEddDw1U+SycvLM5IvJXRuTmVIqkJTutN0qWg0atLtFFyUeWq/EomEKUDANZXJZLC6uopQKGTmmeBbXV2NqqoqNDc3m3tq3+39wN8o88hmcyE+vb29ePDgAbLZLGZnZ5FIJIz9rqurC8FgEKFQyNxDc28VdFjkks/UUClds5pjba9/tpGv6vzSe20XfSsATT0lai9SjgjAqCg0Mi8vL3uMxMCG54/X0vYGwHBlvwwCtRWoiuvXFhvcmA/ITRQIBNDY2Gg2m9rBCD6qWql0wd8QxO2T0VWq0Xbxr6ioCPX19ZiYmEA8Hsfg4CCOHj3qUS9JKgFRMqMaYtv9bAlCQcwm3pMhCbFYzASf5uXljsyrqqp6yA6oTMu+H1VHHTvOs9qAVLJjX+x5LikpQXV1tVHTstlc6IadRaEqugIp8HAmgjIfzWhREKT9TlO6dAxtZqPXs3/pdBoLCwvGIRKLxXDjxg2Mj4/jzp07OHnyJE6dOoWjR48atZ0gr2q4hgupimubPnS9cd3rGGubdf44R3qwznbQtwLQbM+YDijtHwQESmRcZFzogFfXB+BZWMpFbGMq1QZOqtqVdNLUmApsJHIPDw9jeHjYAGcwGER1dbVHMuDi1MVFlZqBwFxoGkvnZ4DnK8dD1Yra2lq0trbi+vXrSKVSmJycNJtfbWAKoJQKySg0c0M3pG4yG8i2cmqkUinEYjGzCcvLyxEKhTySnw3MNml8IkN8eH/aGfn84uJiY3QnU9A5KyoqQmVlpQnIBWC0g+Li4of6zf5p0LFW8rDnhr+zJXl73fn1U++jz9fvCgoKEAqFkEgkjFQaiUQQj8cxMDCAK1eu4Mc//jGOHj2K+vp6k/zP9URnip8pwX6mzej1b7N5sm2X20k7HtDUBWwvItvzQyDjxuSiVr2fv9UNwImyVQj+nqSb3LaZ+G1iLtyRkRHEYjGj7lKl0g2jEhVVXwU7Bo2q9KfX6ZjYAMe+lpSUoKmpCVVVVeYQmampKSSTSU9bdBP6bTQ/BmOrl/ytqsvARkiMqhupVAqJRML0rbKyEuXl5Q/d0/Yq+qlinE/bueE3v7ZUoWonAY/P0rLpNtnSH1VJZXzUFDSQlffOZrNGWtTPbMnMr786PszT5Pmp2WwW5eXlCAQCmJ+fN+FAiUQCCwsL6OnpwWuvvYZjx44Z77cfs+KzVKrUOVEJVOdF17SOuT0X20k7HtBoz6CthdISORFjcICNkje6wTTtRRcTOTGvs+0+fLYaOwmefm3kbzjx/B3jkSgl8gwBHshhx0opgLnuxgGudpyRXsM2UIJToNX2UlqjB3F1ddVErauny7YHsR0KBraUsdlm0zGy7ZJUrXjIcTabNdUuwuGwR7KyVTC/+2t7KbXrBlLgAbwqNceU92ZiO/uqHlQdb50rJdvsQJunHR+mm55r0C9mz55LP7OI4+QO425tbUV/fz8WFxfhOA46OjrQ2dmJwcFBRKNRJBIJ3LhxA0NDQ7hy5QrefPNNnD171gTSUsthW/z6RyJY6/j6MTX7vd8a2Q7a8YDmuq6JM1JjqR1BT/uBbUhlgGJBQYE5yENd1AxepMdHVRw/1Yttsl/tyeL1BQUFmJubMwZix8lV2GhsbEQ4HDaeI/t6GpDVfqGSJMkW9f1UZhJDCFpbWxEKhZBMJjE3N4fZ2VkTE6fcl/e3pRi1m9m/32oeSXq94ziYn5839kUgl4vJQGkFMpvhKPl5zXR9sN22VA9sgIP2g+d00l6YTqcxNzeHTCbjCQPiK+9tS8z22Ojn6jm2mRSv82OgSvb4MCSkvLzcxM6VlZXhD//wD9Hf34+LFy/i9u3bSKVSmJ2dRTKZxMLCAkZGRnDmzBk0NzcjHA57zDMqHdtrDdiIQLBza/3majNGtF204wEN2Ei0BeDhvNxsHGD1DupAURJTG4eChH09pUA+2+YyJFWF9bmqkvIoNJUiGxsbUV5ebuw7tnFUJYjN1A1+r4tO26H30vZks1m0tbWhvLwc4+PjpvpDd3f3Q5xVObMuaA1x0DHyU0/teaR9iZKk67oG0MgASkpKPCeDbyY9f5XNoWOkc69MzwZs2t60/tfy8rIp+2RvbgV/1QDscBKGF9H4Tlufnxnhq4C4PdaOk3N0sN6a4+ROk4rFYiaQt6enBx988AF6e3sxOjqKxcVFE7M2OjqKkydPYu/evSgrK0MoFPLErykjUAlyM9DmmPAzv/nZbiltxwOarRIA/h4eVbMUwNSLSW7IxGMCJTcjDeN2nJWtKihnVy6tXI2fLywsYHh42ERuB4NBVFVV+XJ63lvbq1KGDSK6uNhfP1KpgSWVqqqqDOBGIhET2sL7aDsY+qFBwLzfZs/y+0zbwfFKp9PGjre2tmai6fWQaM29pWRng5xKMmrYVkBR6VvHjdKb3qekpAShUMgTo8XQElbz8Osn54gBzDSD0H5VWlpqTBxU1dS7afdH53uzgF5+zzlqb29HbW0t7t+/j9XVVczOzmJ8fBxNTU04efIk9uzZg3379uHjjz/GzZs3MT8/j7GxMczMzGBgYACHDh3CyZMncfToUd++cv40Q8RPoOBYqNbgx5i2k3Y8oHGgEomEZ4Bsj5LrbhyiS+7Ohcujs1jkkSkmGtdElVZtQwoguuGVttrUjuNgbm4O0WjUqLqBQAChUMh4n3SR6qbl/7yfnzRip6Roe7ZSgemYIFAtLi4ik8kgFAp57ue3YWzbkEqAW9m4lNRWtLCwYI70A2BKklNC0rMW7KRzPs92+ADwgJcyhs3mS9u+trbm8XTSlJFMJk30v/ZRGSzvw4rDnCMCtjp91Bvqt342I+0z+63fsVJJQUEBlpeXkUqlMDU1ZUC0oaEBr776Kk6dOoV33nkHFy5cMKlX/f39mJiYwODgIEZHR/Hyyy+jubnZHNrCVEMVMrTqrZ/TY7N4s69iqnhU2vGAxsnTXE1uLsZo6W/9uLYmNnOx6fkCgDcY1Q7HUPLbFLbKodLF4uKix8BaVVWFtrY2TyI3AM+G9asWYYOEhpHYEpOt+un7cDiMVCqF0tJSs+CZRK2gRW6vAEWQ45g5juOxhfmFZtjPV9uRvakdJ5fDSScQAGOgtqtksI9aaUJNEH5zZBd59JtDW91X5rK0tGSi/enJVKlKx189smSS+jnjvLQ8El+3ap9Nfmp9aWkpjh49is8++wzpdBqZTAa9vb14/fXXTQhQOBxGSUkJ3n77bfT09OC9997DZ599hunpaXNYy8zMDO7fv48zZ87glVdeQX19vcdhYI8zAY7MaTOV2b5mO0FtxwOaEjcNgaqwsBClpaVwXddzZJoa9HUDAl5uzHsC3tgg3sNvYyhY+BnptZ2rq6sm5YkqQyAQQFVVlSfhmBtH/whUmrNoP9/mfHl5G/XiVYLVfqTTaYRCIVRVVZlKJAsLC+bsUv5Ox0wNveTC7D+lHxv4bKlH58MGD3XU8J629KKqPePzNBzCThGypUv1IvJezCbRz/ibUCiElpYWBINBw5R4bmZ9fb2n7DufyWdQHeN75nWqHYpOH7ZP14KuIx0r9kN/5wdo2WwW9fX1qKqqMuFCExMTSCQSKC0tNUzdcRw0NTWhpqYG1dXVaG5uxrlz5zA+Po50Oo2ZmRl88cUXpqzTj370I9TX15tMEQ2R0TYT2PgbDTK2aSsP6uPQjgc0Dgjz4tSmRLsEOYYd0UyXsyY2a7Q270m7m23jUenDBgYSDcgqWlNqSCQS6OvrMypuIBBAc3MzqqqqzLM0pYtSmhqWCSYaPKygoa/cUMzVAzZy8HhPAh09iazJNTMzY6Q2Lkheo6BCSYNjws9JfuompQ7bBuS6LuLxOJLJpOmvlnrWY/XImNRuSXMC+8S2+qmjlI5sOyTHTLM1gFzxgMbGRoRCIePU4ZmqbJuecE+iEZ3VP7guE4mEZzy5BrV/tulA22yPqQ0QtqmhsbERNTU1mJycxNLSEqampnD58mWcPXvWAI3Ox4EDB9DY2Ii9e/fi/PnzuHLlCsbHxxGPx9Hf349oNIrh4WF873vfw4kTJ9DS0gLHcYw6riEytiChgeB2H37vVE4uuEAg4MkCUG7FIEgAZqEwRo2/Y1zR8vKyKTMDwFzHmv6u6xqVx+b2quYpiOhv9H06ncb8/Lyp0lBYWIjW1laUlZUZiVJVF16rthySLggbaLj47TAALqrCwkIP+LturuAjQyNY2qi7u9tIFwQKBQE+f3l5+SE1Xr11fsDF9trOnUQi4UkrUs+acnodW0q0aoTW55C4YVSqUY8nALMOdD3xtywvxM8Y3EzpSg3haspgYC6Pp6MGQdvb6uoqotEoHjx4gMHBQVRWVmLv3r0mPlA9oTrPugY287RSSu/u7saePXtw9+5dLC4uIpVK4cGDB0in06YYgS3pV1ZW4qWXXkJPTw/effddnDt3Dnfv3kUymcTU1BRisRgikQjGx8fx6quv4siRI1hdXTXVllUNVaeBjvl2SmN+tOMBjQuAQKWoTsmMEojadGjL0vgYiv/ARgFAlWSY6A5s2D6UU/Jzm2wViu+j0aixTwE50OTJQVqvitdpLJxKQpupJHw2r9PNqSqgSpzsUzgcNupHKpXCxMSEZ7x5rarhNoDpmNigr+BhG9B14RNkyYTC4bDZzH5ePTvMRueJ88r2qO1S7WFkLhwzv/AX/ilwUSJkEj3nlPdTxsq6bLxfJpMxMYdra2v4/PPP8Xd/93cYGRlBUVER9u/fj6effhpPP/205yxSlYR1rfiZTch8KM03NzebEkqZTAYzMzOIxWJm3qkBkPHRaVRdXY2zZ8+ipaUFn376Ka5cuYJIJIJ0Oo2+vj5MTEzg2rVreP3113H8+HE0NTV5xs9W423134/5bxd9KwCNor3G9rAsNws18iAOcgZgQyLgZgE27CY0ylMc1kBOvzbwXvbmtEltQZlMxpMJUFxc7DkijdKFqkW8L+/BumeqetpqDrBRBYMbyE765WIl0HMzE+jm5+cB5IBd7ZHAhkGdY0/VUD2/Wt/KL/BW+8XFTrMBpcFQKITa2lrTDx1Le1w41nwuwUvbwTar3ZUSDD3e2h77t6WlpWb8GApCVVMlYVZHZhgO1yaPi6O6Ojk5iZqaGiQSCVy+fBlDQ0OYnZ2F67qYnZ3F7du38cknn+Dw4cOora1FU1MT2tvbUVFRYUI9UqkUlpeXTUiJHfsG5DSD5eVldHV1oaKiAhMTE8hkMhgcHEQkEkF1dbXZA7Y5gZJqVVUVTpw4gWPHjuH8+fP48MMP0dfXZ6p39Pb2YmRkBPv27cNPfvIT9PT0mGBtMl/VJPycNdsNZsBvcdCw4zj/HsC/Q64y7d+5rvsf1j/f9oOGgY3NrhuLojlTVNR7prYiFrGjN4yqgZ7byIVOkLFzDpWjbWZ8tm0h9+7dw+zsrLlPRUWFqRFPst9zw6oxlW3jptU8QZXQ+FuVRki0KVKioUpEAKKXUFNd1Iajhm6tGAzk7EaMqueGU9umX5oOiRUdgJx0xQNPbDVW+6HjrWlwOh+2GqZqeEVFhQkZyWQynsOcgQ0nSGlpqcf0wHEtLi5GSUmJYRKlpaXG/qhhHRq2EY/Hce/ePRPBH4vFkEqlzJwzJGR2dhb9/f0oLi5GWVkZOjs7cfjwYezduxcHDx40oGGvFzIozlUwGMSePXvMaVKZTMYwDx0rnVeuDRL72dPTg7q6Oty5cwfvvvuuqRwzNTWFmZkZTE9P4wc/+AGeffZZ1NXVmbAUP6eHzqOq+dtFj3XQsOM4LyN3BudR13WXHMepW//8d3LQsHJlHXAGYjLqXFVELj5OJrkqgYJSnQIC05O0LLMamFWN2qyd3DhLS0uYmZkxpzwVFBSgrKwMDQ0Nnj7ZtjEuTkobVHPU6K+LQSPaFZg2ayv7W1lZifr6ejN+ExMTGBsbQ11d7rgInuNIALXDS3hfVgMhyFEqVc+oPpt9573saqsEly/jdWpLI7DYjhy1QTnORo2zSCRi1KaKigo8//zzHkeI2tfC4bBHbVxYWEBJSYn5XO2UfB7zb7XqbjqdRjwex9TUFKanpxGLxcz6I/BRMk6lUojH44hEIuYEqOrqauzbtw+nTp3CgQMHUFFR4XEYaPoWT8LiPHPdJ5NJxGIxzzzQm07Jnd5YNdMUFBSgubnZHCn50UcfYXR0FNFoFJlMBnfu3MHs7CzOnz+PkydP4tlnn0VXV5dnvekp8H7CwHbR4x40/G8A/Pdu7kBhuK47vf75D7HNBw3n5eWZWvKAN3eRnim7HpeqcCpN0Z6mg6rfcTFrwCrvw1c/CYD/8zNyOnqAgJxkWVVV5VFj9DqSqtWu62JxcRGTk5MIh8NobW01AEYJlQsmm816PMEk287CtlCq0AM9VAXW1C/bFqLSG6VaBufSfqNqv6qM9pipQ4Sgr04AP1JJVLm8zqntDc1ms+jr60N/fz96e3vR19eHcDiMn/zkJw+ZEgiAzKgoKioyG5wHALPfajNSysvLQ3l5OYLBoLHn8Tg81qIjI66oqMCpU6cQi8UwPT2Nubk5xONxc3pUOp1GNBo1Nc2efvppnDhxAqdPnzaahzJfOleKioo848lQE+2rrk8/aViBLRAImHzPixcvGrWZeaGxWAyDg4O4d+8e3njjDRw9etQj1XPe/Gyr20WPa0PbB+B5x3H+OwAZAH/quu5F/A4OGqZNhYvKVkU4WLbbXW0iakPjNfwNNwIPzaD6Q7LtKvZEaKgI3fH5+fkm94/fK7df76NHHdOJ5XdUW9977z0UFhbi1KlTeOqpp9DU1IRwOOwJ8VCpxE/6082tYEQ1PBqNIhqNor293VN6WtvD33OD6mn2Svn5+Z6TiGxbIe9JuxRJg08VoKy14WEwKhnZ0i3XRSKRwKeffop/+qd/Ql9fH+bn55HNZnHs2DGzYXXMVD2iR5xAoEnrOpdsK8M1gJzXkGDJsZibm8PY2JjpN+ft0KFDePnllzEwMID79+9jenoad+7cwcjIiGEWS0tLxjt67tw5HDlyBN/5znfw3HPPobq62pQOcl0X4XDYVFHh+FBjYU03ZVCsRsP2MFuCIEgmn5+fO4i5rq4O+/fvx6effopbt26ZWEbmBw8MDODs2bN4/vnn0draimAwiEwmY/bj4uKiUY23kx4X0AoAVAJ4FsBJAP+/4zidwPYfNNzV1eVS0tFwAU230BQi25hcUlJijLQUq9XLBWzEyVC6UW+hetD4vy1BqGeVCcipVAqjo6NGhCeAmAGU6qDSb49UuLq6iuHhYVy6dAlLS0tYWFhAaWkpGhoajIrHNtuqli2pcWz4m8LCQk+ALxPGuRntg3rZTzVE2/Yx2761FRH8I5GImUuC5mZgZqsqBC/9n/2jXWpiYgLvvvsuPv/8c4yNjZkTwDo6OvDCCy/g0KFDpj0aIExwo+pG9VbbZktnBAaWPtq/fz/q6upw9+5dLC0tYXh4GJFIBNPT00aKZTWY2dlZNDY2or6+HgcOHDBSc29vLy5duoS7d+8ikUggmUya8t7xeBy3bt3C+++/j+7ubrz44os4deqUkcpSqZSpJkMGqbGZBBeNEKDjQ6s9c80zZpJAdPz4cRw8eBAXL140Z41Go1EsLy+b2LXr16/j+PHjOHLkCOrr603b1Ha3nfS4gDYG4L+sG/W/cBwnC6AGv4ODhvPz81FeXo6ioiIT71JUVISlpSWPdKDlllkmKJPJmCBTAppKAdTtKZ1xQ3CgucAJmmpv4wKhxKOgRuCz69ZXV1ebahLaHoKYGlEBmDgoeiHv3r2Lixcv4vDhw6ioqDDX+pXyUbsfVTDbgdHQ0GAAhKDIhU1bIpmH2vIo0dLzpkDM9+y7n3eLv2HaFa8NhUIeScAm7Q/wsETHz0ZHRzEyMoKBgQF88cUXGBgYwOLiomFw3d3deO6553D69GmEw2HPHOgzAoEAGhoaEAwGTcR9LBZDNBpFZWWlx0GlRJW+o6MD+/fvx4ULF7C0tITR0VFjclATCgNfk8kkWltbUV5ebuyQXV1deP7553Hnzh1cu3YNly5dwtjYGJLJJOLxuKk6fOfOHdy5cwfnz5/H6dOncerUKczNzWF6etqj0peUlJg1SbWZjg6uE+4rajXcJxxfZSLhcBhnzpxBZ2cnrl27hps3b+Lu3bumLNWFCxeMmv/WW2/hpZde8tiKtaLJdtDjAtrfAvgegI8dx9kHoAjALIBtP2jYdV3DLfhepQS/hHHbtU7VhlKZcnYFFQ0WVVKA4P9qw1GiZKLpTkAOnOrq6lBTU2PAzK+6gj4zEAjgyJEjaG1tRSKRwMTEBN5//30UFBTgzTffxJ49ewBsRP/bm0v/1z5TgtMA4pWVFczOziKdTnscApwDSnu6Gbg5mfxPstVRvZ7PY/R8Mpk0Y6ChJ37jrteqJMU+LS8vY2hoCL/61a9w5coVDAwMGFtVSUkJKioq0NPTg1deeQVdXV2ora31rDM+k0RAI7NjmxOJBMrKyowK7ncP9TSWlZWZsaXtkgUVOF7j4+PGA8k+szpHR0cHWltb8d3vfhcXLlzAhx9+iHv37hlPaTKZxOzsLOLxOO7fv48LFy6go6MDhYWFuH37ttESKioqUF9fb/YP1wElLwauAxsZMAo86jnPZrPGpMLYtT/4gz/A4cOHce7cOfzmN78xRRmmpqaMSSOTyZgqHiw+4Ge2eFx6rIOGAfwMwM8cx7kJYBnAT9eltW0/aJixSlxUesgsbTUs4EjDuNpYGIWuAZw0pmtgbV5e7nAMTaNR+5mfjctnrIyYzuoFAAy3pwudIj+lGFtSoyToOA6eeuop/OAHPzD14GdmZvCP//iPiEQiePPNN3Hw4EEPwPM6FetV6tL7M0HZcRxTD4vFNB3HMfFhBA21TVE60+81hIJ98jM0c8wJDpTiCgsLTWlyTXBWp4Rt8Oc8LC4u4sKFC/jlL3+Ja9eumZAIhh50dHTgzTffxIsvvoj6+noAMGtC26+SN9urzIJeXDVZqLSltsrCwkIcPnwYjY2NmJubM5ufc06Vk+2nbY/jofZP5gC/8cYbOH78OK5evYqLFy+iv7/feByZb7qwsID79++bPNS1tTVUVlbiyJEjaGhoMHNJFZNmEs63nnbF8VGNiNeqzZLrr6qqCm+99Ra6urrw8ccfY3BwELFYDOl0Gjdu3MBf/MVf4OTJk3jzzTfR3d2NeDyOhYWFL8WBr0q/zUHD/2KT32/rQcMEmrKyMqPKELhoB4pGoygtLcXy8rKH49uGfi42SgL8DT2pXGBUvVRC4etm4jE3Gzl5PB43XDibzZ01GQqFkMlkkE6nPSVobJsUHR1s12uvvYalpSX87d/+Le7fv28SjRcWFvD222/j0KFDxhOsOXV+RAAqLCxETU2Np8zM1NSUp5a87VBQYz03OpPpqVZrADPHhWOuEhcj4fXsSgCYmZkxY1dfX4/GxkYjrZBhcJxdN5e2dfv2bXz22Wfo7e01p0cBOQmrra0NTz31FI4ePYqXXnrJSGVqw1R1nf3UTaxqFu9NULedRCppO45j4rLUjECgLy4uNp7hRCKBK1eu4Omnn35oDhU08vLyUF9fj1deeQWnT5/GzMwMfv3rX+PKlSsYHh42JdWTySRSqZQZ67a2NrzwwgsmsFvtqZw3MnQ+XxmIEv9nIDGJfS8qKjJ1186dO4crV65gcnLSnDK2sLCAwcFBHDt2zHjIt4t2fKYAwSsejyM/Px/JZNIMKAMRuXlszmZHrCtwqLrJUA46DWgT42Lgb207kBIlCQ2h0O/KyspQWlrqUce0HXoPrZixsrKCUCiE1157DQDwzjvv4N69e0gkErh+/ToAGK7N2CRuUj5Li1PafVaQ4meqdtDGqJ46da44jmOkZz6HgbXqldaim/QWaowXn/uLX/wC8/PzCAQCOHnyJP74j/8YhYWFmJ6eRlFREaqrq00Vk1Qqhffffx+ff/45pqenMT8/b6SgmpoaHDlyBM899xwOHDiA2tpalJeXG6M3g2btzargplkZ/FPni1Y1sVV9gvSePXvQ3d2N27dvm9jEUCiEmpoaY5OjKstCoBrsreCi67uwsBDNzc1ob2/HoUOHMDIygsuXL+Ozzz7D4OCgAfZQKGTscCdOnDAMV+eTe4maDxkc55nmGjtYW8dMHSSU8pqbm3H27Fm0tbXh8uXLuH79OqamprCwsIDr16+jv79/y/s+Du14QKMtiYZ5LhQ7P08HVW1UqgLooCu4cZHYKS2cdI2kJikIARtSDGPdKL4DOY7Fo9l4rYKJ5gVSUuTCoIRQVlaGV155BWtra/j7v/97DA4OmsMu5ubmcOXKFbz88st4+umnEQgEjOREdTwYDBpumEgkMDMzg2g06tmwWuuKKhHBihKLSmd07bMfOga8lv0k0HMu2F/mOwK50+UjkQgSiQQcJ1cckylFY2NjqKqqQnt7O9LpNK5evYoHDx5gaGgIc3Nzxo5XXV2Njo4OHD9+HMePH0d3d7cnyZzjwlQ5O7yFc8oiBgQXzpk6itTLTNKxICM7ceIEzp8/j9HRUcTjcWPPI3Om5kG10Y4BtJ0+VOk1YHzPnj1oaWnBSy+9hNHRUdy/fx8zMzOoqqrCs88+i6amJjOP/FOplK/KuLnfdA5t6V3VZj/toLq6Gj09PWhqakJ1dTUuXbqESCSCZDKJaDT6pRrFo9KOBzQaHLViBAGG9ghKAvw8EAgYL5qWcNHDhjmQGoxoxzfZ3kFVQ1XSI3FiqPqqXYv2Ki50tcHwlRHjBGpNps5mswiHw3jttddQVlaGd955B7du3UIikcCDBw8QiUQwPDyM119/Hc8//7zxpNLWmE6n8eDBAwMEs7OzWFxcRCwWMxJSMpnE4uIiGhsbzWbi5tKYMTsshMBLaU4lO5JfKgxjukjz8/MeNXdwcBA///nPjcc4FAqhqakJy8vLGBsbMwfq5ufno6SkBHv37sWhQ4fw4osvorOz04ynqsNUtwlGqiKqmrW8vGyu1zazbQqGSrYjhpJmbW0tJicnPUymqqrKnJfpuq7Jk+SRcgq0fuYO9UzzmfTiNjc3m5g0rldtrwKj67rGm861qJVq+D/Xtq51VV35HBsoWWXm1VdfRVdXF/r6+jAwMICpqSkAwOTkJLaLdjygra7mDknlgHNjKdBQGiNnpEjNCVI3NO+Rl5dnDo6lxKfFFG2DryZi62JTQCPwZDIZA2h8bigUMgGZlJZUBQRggjzVGMv+8ffl5eV47bXXTGgAy8PE43HcuHEDkUgEvb29+P73v499+/aZIphXr17Fz372MwwNDRng4nO5ydk3AiFVVkpkJFXfqV7a3khWeeCY2MZ313VRWVmJPXv24OrVq+Y6cnvee3x83IzR7Ows5ufn4TiOKcleUlKCmpoa7N27Fz/60Y9w+PBhVFZWIh6PP+TRJrhR5fcr2cT+cU34qaSqHdgaAO/HNZOXl4e2tja0trbi1q1bxgivFWJ4v8nJSUxMTKClpcVXirI1CpKtFnP8VZ3nHNlzqY4Rzdqgas77a3yaOnu4p9SuSemV40KptrS0FPv27UN7ezsikQhmZ2eRl5eHv/zLv8R20Y4HNBrGGSJA0GIJl2AwaFQUTrKdZM4BJdfRTAGqeJTs1KOl3kI9e5Cf2+I37+m6rjH8AxuAxlxC25alxnXezw5zUE6bn5+PM2fOoLW1FRcvXsSnn37qAbaxsTFcv34de/fuRUdHB5qamvDxxx+jt7cXqVQKwWDQSIj2KeBqLGfbKOGqlEviJlBpyA5l4PXsD9XUQCCAY8eO4aOPPkIikTDSHSPUGVDNzxm3xvaWlZXh2LFj+N73voennnrKSCVATlLRHFg1MVBN4iZU+yfbrKfWs1+uu1FQknXAbG+nrg3Of01NDZ555hmcO3fOlPFOJpMoKSlBIBAwayUej+POnTvGyaMZG7rWVPLn+CrQsT0qUZLYfwVKaifqgVW7p2pA2iaCMedHs2K4djgmmu/KYhGdnZ0oKirCX//1X381MPgKtOMBDdhQEbn5wuGw4ZBcQJSuXHej8gKlKq2woRPJSeSE2hKXxj3ZpI4Ce8Gsra2ZRaqLo7i42EgulBT5ys+UC6vUozbAbDZrVKyKigq0tLTgk08+QW9vrykoef/+fQwNDRkgpdcrFAqhvb0dVVVVWFlZwcDAAFKpFGpra83xZZRo2S7Gq9Gew35SjQsGgx5AA7yqh0rF2ofl5WXz3IGBASN1Hjx4EBMTExgZGQEAVFVVAQAmJiaMilxeXo6enh689dZbOHPmjAFgtU2q44ebmyE7nHv2hc4NtpcAEgqFEA6HMTs760kR44Zlv6ji8/5qNigsLMQzzzyD+vp6U7l2eXkZ1dXVqKurQyKRMB7V0dFRJJNJjyquIKZqo763mYhtE7QlOzUpcLxU0tbvlBnwOZo1wbVNBkIhgpoU28p7M/Ddzynz29KOBzQ1QHOB5OfnG063uLhoAIsDpIZc9VTpyevARggD1VQ+T4MK/Uiv10kh+NBjxOt5PwVLqnN+ZX4UWHXBKiflYmpubkZ9fT26u7vR2tqK27dvG4Mw80kJRqWlpWhtbcUf/dEfoaenBysrK7h58yZmZmZMbl5paaknRKK4uNiEGiwvL3vsaBwr2gb5uY4b1TvdSFS71tbWcPDgQfz0pz/FgwcPUFRUZKo6TE9Po7+/35xjOjk5iU8++QT3799HNpvF4cOH8eMf/xjPPvusqWZse2t1U9MuBsAjcelvVAXn/5WVlcYbS2/kBx98gMXFRQQCAROsyvJBtgmCANnW1oaOjg6MjY2ZGMS2tjYEAgEMDQ2Z501NTXni/9hGNUHo+BMo1OGihnyV5HQs1H5oS+H2bznPlEo5r4D3zFvuT3vPcc+yHSrVbjfteEBj6lNJSYmptcUKBpR4MpmMJwkXgEcqAGACQXlPgh25MgBjLFZHgRqDgQ2AVaBR2wntQOoRpFieSqUMMND2pDFOCqy8H1/5xxpwvDcLCR48eBAtLS0YHR3FpUuXzEGyjM5m8cSenh6cOnUKjY2NJt+QC58R45oqo44KLmKCKuP51EBO6YagosZ33ZxU+Rh8+swzz3jseI2NjTh48KBRVTKZDA4fPoy+vj6sra2hvb0dPT09HlsdN53Ome3VtsN4+DzOm0ohdogDkAsG/sUvfoH33nsPoVAIlZWVqKurQ1NTE/bt24d9+/ahsbERFRUVRtUCct6+AwcO4PLly5ibm0MsFsPY2JixXxKMI5EIIpHIQyfZ+8UYbqY56JpUCYhrSKVlrndqOAqUfB8IBFBaWop0Ou3ZK2RmDFGiMw7YkB4LCgqME4Qnt3Hf2ut8O2jHAxo3h1Z/pbSidbfU3U1uAWyogBo/pBuM16sEpRNqezGV8/m1lc+zuSkzGlTaJJjpwvXzmup7BWq9Li8vV4amoqIC7e3teOGFF8yZoOl0GktLS6iurkZLSwtCoZBJWrZtJ+q2Zzv5HJXYKI1oloI6OtT2o8ZpBRLOKatEKIBo4CqQU/0OHDiAzs5OA+zMulAQ4pzyf1WDWQJbgUznSBki/7fnOZ1OY2RkxMNgWJQyGAyipaUFra2taGhoQHt7O44ePYrGxkakUil0dnaira0NCwsLiEajuHnzJurr61FSUoKFhQWsrKxgbm4Ow8PDOHjwoK+NVsfSb/0pWNvrd7N4L4Klriklzot9hB0lMO5L2tFUYCBDYpvUkcL+bCd9KwCNE0EjK9Nl1Kiumfs6KWpLUUlHAYITT9BTCcxPelK11VYR+Zlt6+Ck8v7cDDYIbKUKAblNSW6nbVNwLioqMnmj3PRMBdKDOpj6pRVwbWKlEq1Vpp5fSmEadKsbSz3DHAu+55wxds/OJtB78RlsJ8fbdkTo+KmtjNdROqSqpDYk/eP97P/z8vJQW1uLUCiE5eVlpNNpE/idzWYRiURw9epVFBQUoK6uDlVVVWhubjb5mB0dHRgcHDS2ThZjpK03Go1icHDQrFf1KHL8tN861grmCvAk21mg60ttgvyNvS+0qrECp+4pqpwcf5X4udY47rb9eTtoxwMaDf7BYNDo4yrKk4uqXUknWmOhdOFywHVD2PYPvvLefBYBTyd2K06j7bBVAVui0d/we+XU9Lgy2NgGbNs+og4Qlb7U7mdLADao6Dip2mIfj6cLlxuD9jN7kznORqmgzbyjfu+BDdson2mn4Nhzoqq0PsdvnO151PXCsW9paUFzczNSqRSi0ajJVWT1XcYhptNp3L9/33jQm5ubPQUTaQMGYABNiwSUl5ebZ9rt5BpXz7jdbs4LiXNu349zpiqtXdpnbW3NBDnTi6lVaTjOtorMfql5SGNItxvUdjygEUC0Tr1KYKoWcCNxAaoXarOFrANqcy416mo+HrAxedzkXwZqvJ9yVuWGuhi0PRpGQWlC1QNgw7mhr1pZhNc4juPZ/LY6qCBoSysK+Ny0NBDbfeSrSqP6GZ/NOePG8DPk63XaHr851jnUV44LNyhjtGzzg7ZpMyoqKjJJ4lNTUzh37hwcJ1fJgmCVTqeNREy7L0v9cCPn5eVCj6anp1FWVuaRtFmLTu19OiZbgb2ucfs7/l4P0LHHTfvOsSHjUKlR1yw9lnowtL0eWYiBEr+ur+2kHQ9oa2u5fDceO6eApQCkLma91q5ZZQ8i1Sl7ESun0etszqegwd9Ho1EjwRFYmExO6U5z5+yEeFVvNGWHC4rBwH6Axrba37N+PetebbZRbEnRcRxzkAgBgBIPz0vgb/mqEpqdxcHrdd60rpoN9CqRaDt1w2p6lqrwts3Onis+Q4Gc4E8pgulhVFsZNxaNRlFSUmIKDrAfTU1NyGQyGBgYMPGQPD6OVTpUnWOBBValZX7ygwcPUFdX95CE7gdSW9FWKqftnVeGwle1PysTVw8/Ac0+S4Lf83ncw3QosA1+zo3HJedRB+jrJsdxEgD6vul2fANUg1yNud832u337xfVACh1Xbf2S3/5FWjHS2gA+lzXPfFNN+LrJsdxLu32+/eHfs/73b5d9/vdRLft0i7t0i59A7QLaLu0S7v0xNC3AdD+z2+6Ad8Q7fb794t2+70NtOOdAru0S7u0S1+Vvg0S2i7t0i7t0leiXUDbpV3apSeGdiygOY5z1nGcPsdx7juO82ffdHu2mxzHGXIc54bjOFcdx7m0/lmV4zj/5DjOvfXXSvn9f1wfiz7HcV775lr+aOQ4zs8cx5l2ckce8rNH7qfjOMfXx+u+4zj/m7PdIea/A9qk7//JcZzx9Xm/6jjO6/Ldt77vjuO0Oo7zkeM4dxzHueU4zn+z/vnXM+d2hPhO+AOQD2AAQCdyhxhfA/DUN92ube7jEIAa67P/EcCfrb//MwD/w/r7p9bHoBhAx/rY5H/TffiK/XwBQA+Am79NPwF8AeA7ABzkznT9/jfdt8fs+38C8Kc+v30i+g6gEUDP+vswgP71vn0tc75TJbRTAO67rvvAdd1lAD8H8MNvuE1fB/0QwH9ef/+fAfyRfP5z13WXXNcdBHAfuTHa8eS67icA5q2PH6mfjuM0AihzXfeCm1vp/49cs2Npk75vRk9E313XnXRdt3f9fQLAHQDN+JrmfKcCWjOAUfl/bP2zJ4lcAO87jnPZcZx/vf5Zveu6k0BuYQCoW//8SRuPR+1n8/p7+/NvK/07x3Gur6ukVL2euL47jtMO4BkAn+NrmvOdCmh+uvKTFl9yxnXdHgDfB/BvHcd5YYvf/j6MB7B5P5+k/v8fALoAHAMwCeB/Xv/8ieq74zghAH8D4L91XTe+1U99Pnvsfu9UQBsD0Cr/twCY+Iba8jsh13Un1l+nAbyDnAoZWRe1sf46vf7zJ208HrWfY+vv7c+/deS6bsR13TXXdbMA/i9smA6emL47jlOIHJj9leu6/2X9469lzncqoF0EsNdxnA7HcYoA/HMA737Dbdo2chyn1HGcMN8DeBXATeT6+NP1n/0UwC/X378L4J87jlPsOE4HgL3IGUy/rfRI/VxXURKO4zy77un6l3LNt4q4qdfpR8jNO/CE9H29jf83gDuu6/4v8tXXM+fftFdkC2/J68h5SAYA/Pk33Z5t7lsncp6dawBusX8AqgF8CODe+muVXPPn62PRhx3s5fLp6/+HnGq1ghzX/VeP008AJ5Db/AMA/nesZ7ns5L9N+v7/ArgB4Pr6Zm58kvoO4LvIqYbXAVxd/3v965rz3dSnXdqlXXpiaKeqnLu0S7u0S49Mu4C2S7u0S08M7QLaLu3SLj0xtAtou7RLu/TE0C6g7dIu7dITQ7uAtku7tEtPDO0C2i7t0i49MfRfAehTrst+2zsCAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 显示原灰度图\n",
    "plt.imshow(A,cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 对图像矩阵A进行奇异值分解，得到p,s,q\n",
    "p,s,q = svd(A, full_matrices=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 取前0.3%个特征，对图像进行还原(特征向量对角阵取前1%行)\n",
    "get_image_feature(s, 0.3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 取前0.7%个特征，对图像进行还原\n",
    "get_image_feature(s, 0.7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 取前1%个特征，对图像进行还原\n",
    "get_image_feature(s, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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IyISvh7poRmnvDACH8tGBrxp90MzgSg8AfX19CIVCABZRRmtrq2MQWYhqNAlL81KHjVDYaBZwFaSy4YRjHalcKcQk3dluKu5QKCSKQb+DCCISiYgg6pg8eoupvLR5x/rqOszNzQGoIT5OIoasaB6OKJmTTCssjTK4iGgPMCeCnsAk3YkGtAnKsSWq0YhPOzDYp/yOSNLlciEajTrCMtivNIs4eXUIRiAQkJhAPlO/g7KgFSevI7LyeDxoaWmRNlLxa9TFxYlKkZ9pk1B7cskrFotFQVW0ZHSfBINBhEIheSdj9/je+fl5+P1+R5gFxzsSiQh3qJ0urAMthkqlgra2NszMzMDn8yEajWJ2dhYNDQ3CGZIHXq5y0ys0j8eDxsZGmVTAIv/ByUtlpycOi+5sregoZHoSaEHy+/1oaWkRgaBZOTMzc505Q0EhQcpJTm8OFZJWxITnxWJR7tOmGycq75mfnxd0Sq6M9fb7/cLtaV7N5/PJKk3FRW7RdI6YYQPaFGVbaLJSwfM77RUz+157JnXIC7kk1oU8KFGdGfem+TNNqutwHKJP7SE0TWi92PDd7Hu9OHZ0dCAej6NSqSAQCIhssb84VlouuQhR6bJP2G5eo3nPbDbrkBtN5GvLgmPEfmWfsN5aQevdAux3ImKv1yv9w7hAv9/voHXK5TJSqZRj8WSdqNz5bNaR48K/vV6v8JlUfJq3dLvdIrf/pjg0AILMADgGiitGPp938CTA4jYXdqgedL2yaD7JNGUoOIzZofBoPkZ7XtPptAggER8dGRQmmnN0RGivkyahWTcKCMNF2AfaI0fzeGFhAT6fT0JUiJqofPhuru6aYKbC1SaHdorQ00WURDNIm3A0hbTZxz6lt4z9ad5H3oycjka0fC4Xhvn5+eucCOwvtk9PRtYDgKBAjqVZX3rzRkdHHX3GOpFn4rjq2Dn2p5YPvVBojzplhjFg9B7Se87+ofxSLrSjRBPqfB77lNwfx6lUKiGTycDn8wll0NjYiLm5OczNzSGTyaBYLKKpqUkUMBdW7cTI5/PI5/PCmZmOHPYZ+42md6lUEutAb0mbnp7+t2VyaihOoaIw6xVcX0vFdaMtFVq56RUegCNOSXssdWyTXvEYqMgAyWw2K55MTsxAICBbfoj2qJAAiPDR5NImXKVSQTAYRDgcFsGnmUlFwMBHXsMVkO2wLEvgvo4K16hKTxQqW3JtnMQajQFOR4IWaI1cgcV9mCTVC4WCI7iSClpvVwMgMYCcUDqQ2HTO0DQlgjQ9mtoTR9TFPtQoi+ZROp0GUIv1y2azQpIDtZi2fD4vipBoXJvgAMTLyfgyKk8qsWAwiGAwKDyWjhnTtIg2j+kp1LJOlEeKhgiQ9SC657Yjhvb4/X60traipaUF2WxWzG1G+NPL3draipmZGVSrVbS0tIhsE/3zh5yfOYc8Hg/a2towPT2Nnp4eeDweDAwMoKmp6R2TTfw85aZXaMBinJQmqin8wKJC00opl8sJwtAdnM/nEYvFroO5RAB6cmkTRJtNWtFoglZ7MlkvKgsS61xFtXLQ3lBtVumVS8f+2LbteI6ejIzT0pOqUCgIF0aTQZtwnCymq9/sf9O5wmsZMKonMftCm9EcGx0XqBcm9gNXf5L15l5Fk3ymU4gTSiMbjif7VlMNfB8RdCAQEHStTV7t3NDoSitSjrEZFsF2EbFoJNnQ0CDImgqcqMh0MOmFhG3itXph4niUy2VRRtFoVJxjXByoiIAa/xiPx8WiIZfL+ubzeSSTSVkIGKytZZ9jw3lKNK95UDpX6OTigvdvikPTEw9YhLV6AAEn4vL5fPiXf/kXfPvb34bP50NjYyM6OzvR2NgIl8uFe+65B01NTQ5OC4CYKtp0NYlsErM6wplmEr2WmgRm/QqFggikRjc6jovtqlarohTMmCQWCrwWPAoRza6GhgbxRBIR8l7Gluk+IFdGZa3rW88Ro/uCikFPOhbGbbEvOdn0Hl0+t1KpIJVKObzGWoGynpw85Gp4Lxc9LnYcB05CjokOKKWnEFhUXpVKRfqOe0/1QqbJeD5PF4Z6cMO5vpY0STKZdJjqDGY2+VatwBmsrLk8rXgpU1z0yuUyksmkyIW5cGu0y8WAtAIVW6VSkb2hdJSwDprPAxaRKs10jYKz2ax8zkWTCna5yk2v0NxuNxobGyWSWQ8EvTyE/pxoXq8Xly5dEog8NDQk8VxdXV3w+/3YvXu3DBo7ORKJIBaLOZAfn0lzIxAIyIRdWFhAc3OzXBeLxWQ1prufk4+/ucqxMJ2PVpqceDqgUiMdbSJpZcPQD9afkf5sE80mKj/Tw6SVi64vC5UFEQ3HgT8aDdHMojIzTTrN/fB9muynSU1nhEYw9M6RS9PhN+wvptmh0mOf8drm5mZMT09LTBk5p3K5trvC4/FgxYoVsCwL0WgU2WxWUCjDOcjn0UTjQkbl4/f7pe1UoFRK7e3tcLvdmJ6elqDmbDaLWCwmisccC76XiE6jYsYw+v1+xGIx2XnBwm1oTNtDFM+xaGxsFBQJQOLpKPP06HKrHhd9Onj4w77Wyi6fz4syLJfLYvpzAdXOqPdbbnqFxkIik0WvbBp58DvCWX5WrVYxPT2NmZkZDA8P4+DBg+jp6UF7eztCoRC83loOtDVr1iASiQgCo7mqURWRUigUcnhpGFNjWZas6twzR8Tjcrkc8WnarGDhNdo7p80bE6WayI2rfSqVkhWbG9y1cqSTgu/UXkMqe9Nxwt86Ul/XmwsLsJgskys+r9HcD9vO1VojEypHehiJIBKJhHhzNaXAvuHziASI4jT6orLOZrPI5XJIp9NobW0VVFEoFCSsIJlMIpVKIRKJiCeP3knTAaLlk+ay3kLGeqVSKYlfBBa3OuVyOekrygzbyHyAVI783LIs2XPL53MRoOLXfcs5k8lkANToGb/fj2w2K+3S9A3btpSjgoVyZwZRU0HTW5rNZh3Oin9zXk4zClqHIQCLAZS01clvsNOARWGrVCqYmZlBKpXC2NgYIpEImpubEQ6H0dbWhmKxiFgshlAoJMSw5rc0mtLoqFwuS8wOyWmiOk5exlc1NDSIMqRwkHfg9fqdVM7cFUBTgsJKVFYul8V00qYskZTJCWozSZO4/NFcDs047WXTPA6Fme+kUuH4aY+bXtFNJaApBiJhHUlO1EVlFQqFHIQ67yMXBEAUeSwWc/CJ2qzSfUjkr80pKnfWX6MfvpPKRXNJbD/bzu+I3rT3WyttBsDSk8o+JVojqa9lkKFD7EOiuUAgIHSL3gDPBZt50ebm5hwLt75OWw467MQMX9EOIdu2pS+BRYuBSJqo+d+UycmJQairY1v0Ck8h1tCcyevY2SQmaRamUikkk0mMjY1h9erVGB0dRSqVQrVaxd133+3gffSqZPJrXLk8nlrmAr2VhCiGwk6lRg8kob3OJqEFgvdSCHTwrRZcThSuetoTrE0Leg0BOISJE9Ik62lG0Gzi5Neb5bWi16EnwOIiQEfM3Nycg3/RfaMnAbDoIeSeTP4Ai9t72GYqL5M70w4O3W/hcFgi51kXmr3sZ6Iq7klkP+i+Iu/FNrNP+X5e63ItbjnSzi3KtR4vTnbeR4VAs5ueYC4SVLx8RyQSQTKZlIWTfcqta+QaY7GYzDOOExUVQQMpGTpM2N+m08jsa44f+VWgRq+kUilHiIsZ+vF+y02v0LiakS8hctDeGh3oB9RWgp07d2JgYACDg4Nwu91oaWkRkpfwXJPfg4OD8Pv9KBQKmJmZwdTUFHbv3o0dO3YAcCYZ5P96IGjeapMKWJxEjCEiB0OyWNdbP49t1F4sogTTzKbDgROF/cZrCoWCmB/aTNfmEtvAH26PIirhj8vlkihxKmtyd9zCQ6WuUTLNX10v0xHCiclwBgAOL6dppjKuSSMtU8FqlMexYI4827aRSCTkWvYRzTOacuS6uI9Rb82iia5z9mkTigqE/UVZZUyeuSjrempFTOVdKtXSxKdSKUSjUfT19WFychKpVArxeBzr1q3DunXrxEHAes7MzABYdGCxXZwP5Hwpe1qubLsW18aFmhaTSXfocWS9S6WSoLJMJiNZc8h9h8NhLGe56RUaAGk0BY4rOlduKhr92fr167F27VpMTU1JMCDTapNTWlhYkElIZROPxzE1NYWhoSGcPn0aXV1d2Lx5M+6//350d3c7IqD1YGrSk+SyJk1J2pIspyLQoRTAYvCl3++XdutJQgTBojkwjSjZHxpNENFpM0XngtdokPdrs4aIjCu7VkIkyWnW6CBgbrwGFrfcmAsCsBiRzomm49a0OaffrePcdKybNq35fzgcdpjrzK5CdERk4vHUkgAwPioUCjmyv1K5sF/K5bJ49/Sixv8ZWwYsmsw6xEf3O8eX/UfrgvKTSqVw8uRJXL58WZRSPB4X+qKnpwdf/vKXZYcNKQjup9SKV6Necr1cEGi6kkuk00N7Smlx6KgAnS2E7dJOvFAo5NhOZiYVeL/lPSs0y7L6APwjgE4AVQB/b9v2VyzLagbwLIBVAIYAPGXbdvLte/4KwBcAVAB8ybbtH7/Ld4nwaE8aADHb2DEUpFAohO3bt+PChQtIJBLweDzYtGkTXC4XJicnBfEBkJWDfJlt28hmszh58iQuXryIkydP4q233sJtt92Gj3zkIzJ5zTg4AMKjAc7YNtYdcAo9eTGNlPRKrUMEAAgy1QqB3Au9V+ZKyboAiwrMRJJ6Tx7bpp+vkRrfp7dcEUWQ5M3n8+Kp1DF1rDc5t4aGBqRSKeGwtEOCY8/7vF6v7FjgM3VMneYKWW8W1pmLCOuu28k26gnKtuk+4CQl6uZixn7lGFM22C62KZVKyeLAd1FR6sXLsmre0/Xr1+Ps2bOYnZ3Fj370I5w7dw4jIyPiReeiTJT5xhtv4MMf/rAjtx2Dd6nkR0ZGJHzEtm1s2rRJFCOVHfcy8xna/NVIm2ieiIwLt5YXU37YV8u5SwB4fwitDODLtm2/ZVlWBMBxy7J+AuBzAF6xbfs/W7WT0f8SwF9YlrUZtTMEtgDoBvCyZVnrbdt+xxaZnrZKpeKI+QKc+zuJnrZv347jx49jaGgI2WwWly5dwu23345yuYyrV68iFouhs7MTc3NzGBkZkQh2mkd87szMDOLxOPr7+/Hyyy9j06ZNuP3227Fz506ZRCRzdUAvTTZyFkBNwKlMmXeMk1GbAAzupAIzPYoUCJoB2sTTfJ85SbWS033LtgKLMW4USppVFD72PSc1r2eckSa7WUctuFoJ0awhstKZL9xuN6LRqFxD7yO9xlpxs681Z8mAW45LuVxLxEn0pQNagdoiqPtac1YaIbK9GgkCztO+tGLje0nS6/gv8sKWZYkC0fnY9u/fj3K5jJMnT2JkZASZTAb5fF7kTccqkqbQMqf5ylwuh0QigWw2i1Qqhbm5OWljOp2WrXtcYGk92LaNzs5OhEIhmVsMXzLlSFsu7JtCoSBjpeMBKeM3hZfTtu0JABNv/52xLOsCaudu/jqAD7192f8E8BqAv3j782/Ztr0AYNCyrMuoHTx86J3exUbryadjuzQEppLjIO/cuRPj4+M4ffo0EokExsbGJAQkHo9LSmDmHOvt7UW5XMbY2Ji4l/mOyclJTE5OYnx8HOfPn8eGDRvwoQ99CN3d3ZJDijFS2lzT6JFKhcJM4hRYhOvMX+bz+QSNcGXUhKr2KrGPiBZYtNK3bVtMJyo5mnMsmnfSypCTgiYgHS8UeCpxKlOGrDDejeYksIhi6TnlAqJNL76Lz2c2CAY/c9IyFkw7C+goYTodn88nAbR0AlB50NQslUpiVnEMzFAT9r2mKFhnXqu38WjE1tLSArfb7cgorJ1A9tuOE4+nlo778OHD+P73v4+xsTHZb8nN9lomGMdlWRbGx8cRjUZx6623oqGhQWLOwuGwOGV4xu2hQ4fQ2toKr9eL2dlZrF69GsPDw8hkMohEIsI7RiIRDA0NAQCmpqZQrVYlHbc20ymPOiKBhfLf1NSEarUq29NMeV6OsiwcmmVZqwDsAnAEQMfbyg62bU9YltX+9mU9AA6r20bf/qze8+Sg4a6urusUGicoPyfZSs3P1dntdmPDhg1Ip9MYHh5GKpXCwMCAw5PF+z0eD/r6+pBMJuHz+bBixQrkcjnE43FZYfhDUnZoaAhvvvkmtmzZgnvvvRe7du1Ca2sr3m67CL7OnsDPNcIyY6R0CAWweMwa79XhCYT4VD56hdTX67AP9pGenCZKI7+hTSAqEqIYPoPpnbUpQfOC/JlpimseUseTMa0RUSoJap0GWnvOdFiFDovQhLU24ZhQk84NTl4dhEuUzRQ6fAb7WpvpeoHV/acXBnp3o9GojAsVWCaTEW7s4MGDOHr0KEZGRjAzM4N8Pi+Kw7ZtRKNRx/PJR9m2Ld55v98vXlnrbe8pvZsk/avVKrZs2YKOjg5MTk5KvjP2KZ1W5XIZ6XQaU1NTsCxLzmPgQu9y1UI+KAscAy3bVPbMhlMu19LEcxuU3h+7HOV9KzTLssIAvgvgT2zbnrsBwfeuDhkGnAcNb9myxTahrF7ZiEAoJJxU/KytrQ0f/vCHcfLkSRw8eBAzMzMIhUISTMvJx0jtYrEokc3hcFjivkKhEOLxOK5duyYDSO5tfHwcly5dwrp168QUXblyJYDrSWKtYIhkWKjoqEhotrHdnEBaMdQLbuVEpPKnE4IKUPN5WplpApdKUtdZxwJq4X1bDhxIWW8iN9uZz+eFNiBi5FjovGY0h9iWt2XDkUyRCkYjLSJ1ttG2bcchvFRO7L+FhQWk02nHxm3TbNYIUsmpU8DV2Hg8tfxxbB8nNBE0F7KXXnoJBw4cEIuAJLxeBD0eD1pbW8WBQU6LHKXX68X09DSAmnMqk8lIeI5GxcDi7hciu0AggK6uLoRCIbS1tTloCS72Ot7Mtm1Rdno8vF4v2tvbpU81YiZXpwNtTZlfrvK+FJplWV7UlNk/2bb9vbc/nrIsq+ttdNYFYPrtz3/uQ4aBWofRU0NSlcqLQs4UzUQoevVmCMDHP/5xXLlyBWNjY5Kyhem1qSwZSkHThuZcS0sL9uzZg4sXLzqywAK1ASkUChgYGMD09DQuXryIV155BQ899BA2btyIzs5OMSGBxey2HOimpiaEQiFJacz3a+5DcxdUeJqU1Vl5aVbpycDr9RYkM8RE8z/sYxO1kfjVaAhYPNCYaJQTj4iOpwJxDLXCIUem49disZg4OBoaGpBIJGT7Db1vGtktFadGs5KyEAgEJHVSY2OjeGe9Xq/D29nW1oampiaZnJrM1v2hFxJyeOw3baay7ZFIBHNzc5iYmMDzzz+PgwcPYm5uDrOzsw6FD0CyXfDEL449FzDWfdOmTRgaGsLc3Bx8Ph9WrlyJzs5OlEolyaDh9dYO1K5UKuKBpkJqb28X85QZXbgAcB9osVjExo0bkc1mceXKFdkmxR0vlDPWgc/g+yjrPNdAv5/IfLnK+/FyWgD+AcAF27b/q/pqP4DfBvCf3/79A/X5NyzL+q+oOQVuAfDmO72Hq6lJiJvkq45a5+dEOW53LWPn9u3bkU6nxX1NJKY5KJqrfAbd3LOzs4hEIli9ejXi8bgQ4B6PBzMzMygWi5ibm0M+n8fs7CyuXr2KNWvWYM+ePbjvvvuwceNGMYNpCgAQGK4LUYMmuPVKxnuDwaAQ9MBizjTtpWN/mV5GIjNN+mtUppWbPqSFpR75q1OR66yvfD/7U6NVbSozRIHeuVwuJ6Yn+Rkdg6dDXXS7qJw1p8r+YV3S6bRj8eMzua/XTNFDGdNOF9NZxb6kYgwEAmhtbUUqlcKFCxfw+uuv4+jRo4jH45idnRVTne3gwhAKhRCJRCQFdjQadaRkp/UQi8UkCyy5rV27djnMTaDmVdXt43u50PF/fcQf+7u7u1tMbe104xmxXm8th10sFhPOl+iXMWi6n4iUdRLMm8IpAOBuAJ8BcMayrJNvf/a/oabIvm1Z1hcADAP4DQCwbfucZVnfBnAeNQ/pH9rvwsMJOE/zfvtZABbTDVMgTNMLWIzham5uxkMPPYTBwUFcvnwZ8/PzSCaTkpW2XqeSv5mdncXIyAhaWloQCoWE97jlllvQ0dGBI0eO4OzZs7INp1yubXAeHx/HhQsX8Oqrr+L222/HPffcgzVr1ghK4cqtBQaAhETo7LKcWOT/eL+OY+L3VCQ6EJifmZyPRjVcaTnRtXli5hfTJ2/p30SE3GJUrVYdEeOMaQIWHRZaYXKSkZBmuAH7gJwL0ZkZo0fPHK9hW4nAdKyeNr81B+Z2Lybo1PKkKQ6z3aQ7WB8eykskdurUKVn4WG/uLHG73ejo6MDWrVsxPz8vQbI8y5Ixayxudy1hQywWw5EjRzAxMQG/34+enh6sWbPGsSWQBDw5TA0OGC/JdlLetNMqm82io6ND0rivWLECbrdbLAqORzgcllxt2oupqQnKJsdlfn5eOOflKu/Hy/k66vNiAPDgEvf8nwD+z5/zPbKC6wlJAdKTUa+UOl6Gg7hu3To8+OCDmJ+fx+TkpMTx8KBhYNF0IIdhWZaEd5BjcblckpKFCmzr1q1Yv349Tp8+jdHRUQk1mJ2dRTKZxPT0NI4ePYrNmzfjN37jN9Db2wsAjnRFGkmxLtrLaHoCaf4RZQYCATQ1NV23w0BPTCop83naU6k9sEQ57GNez5TN+j5uztdeWAozFQlNG/KWHCMqHHoxdaiLXuE1b6cVGieLDjxm+wGn0tFISn+vnS38jIV/aweDlkP+n8/nMTAwgAMHDqC/vx/Hjx8X5KyPq+vo6EBra6sjrTnPl2hsbEQ+n5dtYoCT68zn8xKHdvXqVdl/vHHjRskmozMca76RCC8ej8tCrhcJzUFSsbHddEzwma2trWLy9/X1yfkRNEPJF3JMtRInwqfSXq7yK7FTgEVD/XpcEDNf8EdHcHNQ77nnHkxMTOD111+XXQENDQ3o6OiQvXtaAejI//7+fnzhC19Ac3MzDh48iKmpKaRSKZw/fx779u3Dn/zJn6BSqeDv/u7vcPbsWQngLZVKmJ6extTUFMbHx9Hf348Pf/jD6OzsxMaNG9HU1HSdq1sXmsGm91IjJq78nDQAHBub9SQlOqGAa/RmhsGwDzSnR5c7+95EKlR6VDYklvWE0bF4Ol05j8cjKqHZQl6NfBnjufQp3nw/J6Ke0NrzqtEOlaBWli6XSxCmRhXsG9YfqPGXhUIBU1NT+Od//me89dZbmJmZkcOTFxYWEAwGsWLFCoyMjKBare202LRpEwKBAC5cuIB169bBtm2cOnVKeCy93UvLI//3eDwSHOt2u7F+/XrcdtttjjhMs72Tk5Ny4BDJfc4rOhDYf5xr3MRPBcV263CdSqWC0dFRuY8HY9MjrZ1a5KopN8PDw45F/P2Wm16huVwuSXGt+RGNGliIVFjIy5ATsaxaLMztt9+O/v5+4VFIOnNrjM6Q6vF4kEgkcOLECXR0dGD//v3o6OgQ1EGh4Dva2trwhS98AW+99RaOHj2KM2fOYGxsTBTCzMwMstksLl++jO3bt2Pjxo3YvXs3NmzYIKmXteeOk0rzgTQlNaHKe6nozf2euq8onBqNUSnR7NPITiez1GhZFz6Dh9bqkAat0ILBoFyjlYnOsktCnOZ2NBqVCcS4Of6mSaP5Mm7eplLSnCjloh4ZTeXIw3NN0p8JDzg+2WwW3/rWt9Df34/z589jYmJCcvN7PB5Eo1GsXLkSd955J3bu3ImvfvWruHz5MsrlMkZHR9HW1oZwOAyv14t169bB7/cjk8kgmUyiubkZADA8PAxgMWEkF+94PC5WQk9PD3bu3InbbrtNxiYQCEjgNh0izIvH7XuUW36mzUMdRsSi5YApiSifTK2UTCYRCoWQTqclTo4JIng4i8700dTUJChwOcpNr9BIJNK8YUfrrTw6ewTvASDZFNh5LLt378bAwABSqRTGx8flgBMAIrCaaLZtW76fmZnBli1b0Nvbi/7+fseA083f1dWFffv2Yfv27Thy5AgOHz6Mw4cPy3kC3Cz+xhtv4MKFCzh16hS2bt2K2267DTt27Lhu24h2GmgkQhREfkmjScAZOwU4t2jpWC32DxVIPQ+nRmMcC41gaLqQTOd46Ell27bjgGKgpkTm5uYc4TdcVNhGrZy1GcT6s9+Z3YRmkHakaCcRx0oX9kMmk8H8/DwikYgjBAOAJIMcGBjAc889hxdffBGjo6NytiYVbF9fHzZu3IjbbrsNn//851EulzEyMoJyuSzItFAoYGJiAsFgUJBbKpVyEPyzs7OifLkjwO12S7ZbLhAbNmzAE0884RhjfbAQ+5NplDSXqK0Z/s84Qb1ox2IxB+Ilf02AwTNhOQa0OPQ46AOK8/k84vG4hHosV/mVUWhcybViMldYTiSNLHRncdJYloUvfOELOHnyJKamplCpVMTrtHHjRsRiMaTTaYmdIe/Q0NAAn8+HkZER7N69G1evXhUTj4PPv+lZfeyxx3Dffffh0qVLePnll3HkyBHE43FRzDMzM0gmkxgfH8fAwIAgt76+vuui/k1TSmfpJdzX8UumecW2sC+omPgMrbSIFLUZxx/tcNGfEz2yHvQe06Om/6eQh8NhuFwuMW10ckOO3cLCAiKRiJjddBxQ2Wmi2bKs6yZIPYeSyZPpZ2nEStPN5XLhzTffxD//8z/j9OnTGBsbw8TEBCyrtum9paUFPp8PTzzxBNauXYtHHnkEXV1dkv329ddfx+joqMNx4fF45ASlkZER9PT0YPv27RgcHIRt23JmJ7d6jY2NiXJiP6xZswaf+tSnHJvjOc40I7UJSlDAZzAeUHuJ9VyiLOiEDtqCcLsXU2Bx4WEbSSWwP8n92bYt8Z56nJej3PQKDVj01nAC0RPHycXVhqYNCWeaKNo1roNSH3jgAVQqFbz11lsAIIG1K1asQFNTk+ww0Pspe3t7kUgk4Ha7Ze8fsOiyBxYdGfy/ubkZTz75JB566CH87Gc/w/e+9z0cP34cU1NTwkGMjY0hHo9jcHAQJ06cwO7du/Hwww+jubkZgUBA3OEUEpPw1eYllQtXYk3KUxkRjWkUoq+jkuJ1fI5pnmrTVHssGQxbKpUkQLlarToORSZaoHKiR45cIN+rUahpnvAZ9NYt5fRg0XXVSJS8HBUU9/VmMhlcunQJzz//PM6dO4fBwUGRpVAohDVr1mDlypV45JFH8KEPfchBGYyPj0sow5UrV5BKpSSQdceOHbhy5Qqmp6dFsVGuEokEYrEYWltbsXbtWszMzGBmZkbGn5vMW1pacOedd+LWW28V55Tb7ZYtVLQ2SC2QgCfCIpXDLV9UcjpGjAe5sI9pzmq+sampCdFoVE5H58JOJavjH+kYolJtbGx8b0phifIro9D4w0mo0x6zc/nDPYacpJrQ5iqUzWZx9913Ix6Py1aTcrmMoaEheDy11CvhcFjMA6C2gffSpUvw+XzYv3+/I9004EwvDSx6wGzbxujoKILBIPbt24fbb78d+/fvx6uvvoqzZ8/KuZrz8/MYHh7GxMQE+vv7ce7cOdx999149NFH4XK55IxDjaLM97FPzN8ahek61ysmitGT1HyuFmx+RkWmlbpO+Kg30rMUi7UDl3WeOI4ZwyA0WiV61IhEKy/TS6fHX9eT9aA3nP358ssv480338T4+DhGRkaE+/L7/Vi7di3a29uxY8cOiTHUfaEXCQancmsSed2JiQn5rFQqSZT+3NwcQqEQpqamcPXqVfj9ftx///3o7OzEqVOnhLbo6+vD9u3b8aUvfUnkgIu8JvY5V7Sc0AnAbVM6xIbXaIpH7wogl0fZYICtNlupHEkvJBIJyZzLg6/ZF9qyWY7yK6HQgNpqSMXicrkkxoUDqb1y/G5+fl4OV6FnjtsyiPT27duH0dFR/OxnP5Po6EQigU2bNiGfz2PNmjXIZDKIx+OIRqNIJBKigLS3iwOqgy8B56TnlhG3240nn3wSt99+O9544w0cPnwYFy5ckHCPSqWC8fFxzM3N4cqVKzh27BgeeOAB3HXXXRL9TW8h0Us9pWIqW5NT0ijG5Mq0B0t72YBFvslcVIi2+A6iZV6jf/PderKYZDz5MHJzuk1a2fF/M+yCi5lWnCZi00rxlltuwf79+/Hd734Xly5dQjablQno8/mwatUqbNmyRRYlxmaZnkEWmsiZTMaxE2R6eloQFU30eDyOnp4euFy1A5m5U6FYLOLIkSMOeiAYDKKvrw9/9Ed/JO/kQs/3Uz5I3Oux10kqWU/dd5xfOiMxUEsUWiqVJOyiXC4L4mZb6JUmldLU1HQdRxqJRISSMZMjvN9y0ys0j8eDlpYWyRwAQNz13JyrJyEHTnuELGvx2HtGLvNZra2teOKJJ3Dx4kUkEgkJuD137hw2btyINWvWoFwuIx6P48KFCw7yFIBDiRKy83OtUHgPV7NqtbZh+4knnsAdd9yBF154QVIdTU5OolgsIpVKIZ1OI5lMYnBwEAMDA3jkkUewefNmQSU6/Y02x7RZqgNNzUmviX4qJNPzaSI6jQK0p5LvooBq84Z/a2XldtcyYdC7yPGLRqOC1KjMAoGA7EfUyJHoW3N+Ghnq0BEqOO05ZuzUsWPH8JWvfAVnzpzB5cuXBdm0tLSgr68PW7duxSc+8QncfffdsuGez9IyYZq7AEShsZ8bGhocm7JjsRgsy0I6nZYtd0ztQ0cC8/U1NDSgra0NTz75JFavXi0Bz/whP8dFngkY2W+cJ9zuxf5mQgDSFHr8gsEgmpqaJJaO+0QrlYpEFlB+SDFwzHjaVFNTE7q6ujA8PCz8MA/kpjm6HOWmV2jlclnS/XDTMPkN7hssFouyL5NJ+yi8zL/ElMtEb1zVqtUquru78alPfQrf+MY3MDMzg/n5eQwMDGB+fh7Nzc2wbVu8VDq+iqsOUFu95ubmHHtAAeeeSI2ggJqCSaVSiMVi+NSnPoWHH34Yr776Ko4fP45Lly4hlUqhUCggkUggmUxicnISBw8exF133YVPfvKTWL16tZDDgDNVkH63/jFNT+1J1Yn6zPqzzexX3ud2ux2rPcdMK3ZuEdNeaMa2ab6Oz9GZVYkELMsSk1sXbWaRE6L5yM80kqOiD4VC6O/vxxtvvIEjR47gwoULEmzK08TXrl2LzZs3Y9++fdi9ezfy+bzDdOT72Tcm0tDmmR4L7lEFaii2tbUVtm1LdmUS6iyZTAbpdBrVau24uXvvvVdCNHRcGseHed4aGxuFc+XuDVoqNEMZF0ZPKvuJfCLHl6eYsTDmk7tIuJdzenoa8/Pzsj+Xp415vV45rHh+fl4onubm5ussgPdTbnqFBkBWDRLOFCatIMLhsMTl6LAOfq+zDbCQP/D7/bjzzjtx/vx5vP7665ibm0MgEMDY2Biam5sxNjYmg8aiQwcAyFFoFNx6qEYLPp0ZesI2NTXhox/9KNavX48333wTx44dw8WLF5HJZGDbNiYmJhCPxzE9PY3z58/j05/+NG677TZHfjA+i/2mhcU0tTTS0fXUCFaXpbyJ2nzV1+r/zffQDNIKiYX8G5+r+bt6dSLioDIjatRyQnTk9XoxNTWF73znO/jpT3+K4eFhOck7GAwiFoth27Zt2L17N+677z6sXr1auC19FJxpuvIz3T7uAjHPkKBXtFgsIhgMorGxER6PB9euXZN28izQVCol5x60tbXhjjvuwO/93u+hqanpujEkH0fUY44rc8KxT9mGaDS6JI9FpcZ9sPqdlAf2N50bdOBxryf3nNJTvbCwIEkJzLNh32+56RUaO90UejNOzLJqWRK49WJ0dBSVSgWxWOy6cw55j54AoVAIzzzzDDKZjMSMAcDVq1fR1tYmk9c02fh/NpuVGCKz/vyt+R6iBpOoDoVC2LFjB3bt2oVHH30UP/zhD3H48GH09/eLG350dBRjY2O4dOkSVq5ciQ9/+MP47Gc/K9BfC4gmyTW/xfdp01PX1yyaq+Hz6gWn6glmKjUTQepJpYlrTdTzb42AzD6micV72A4qXQZ1vvnmm/jhD3+IN998E8PDw7KYtbe3o7e3F1u2bMHnP/95cSrRM8twErPvdPvY71QW2hlC89GyatvoVq1aha6uLpw9exapVAqZTAbbtm2Tw2Wq1aoc0kxeMRgMYvv27Xj88cfR2NjoMKM5PvXiyThPKpWKcMpUanpO6awijCNjmJKWXyI6HYTLs0TJpTEUpKGhAY2NjZJ+S5vbNNXJ/y5XuekVGmNgmHqYcUvkGZgSplAoIJlMStI+2vhjY2MOJaZ3/zMkgFxIa2sr9u3bh0wmg9OnT0sA7PT0NBobGx2rKVd1LRBzc3NLtsP0QPFeM0aKdWtoaMCuXbuwceNGHDx4EG+88QYOHTqE0dFR2TM5PDyMZDKJmZkZTE5O4vOf/7xwfqbpq+tqTkbTJDURF//WG5vrEblU0lrxAc49lfpebQpq9EpktRQaMj12OqxDIzqatZlMBj/96U/xta99DefOnUOlUjs+rq2tDb29vbj77ruxd+9e9Pb2CldELzlRr14MzIVI9yEVK8c7kUhIDj3btsW0I2dVKBTQ0NCAT3ziExgeHnacEzA9PS3XNjU14Y477sDmzZul3doE1IiZvBrNeI4Jx4/9wj7l9izep4+KJIrWqb21l5RIrFKp7bjhuQS0GogYyR3TUcF68rDj5So3vULjto3m5mZHLJXH45FUK3Nzc2hsbBS+hHFOExMTCIfDIkxccfkMfs7Btu3aYRGpVAozMzPCBxAmM3meCeWB2kqcTCbFVW0WCgKL5tFY9GRmzJHb7caHPvQh3HXXXTh//jy++c1v4s0338TU1BRyuZx4kPbv34+jR4/iYx/7GD72sY+hra3NoZy0QtCK1VRgWmFpVGaGWphcnZ7sOoKc32vlqd37ug/roUMTmVPp6vAC/Zk2ZcfHx/HSSy/h6NGjuHr1qpyErmPBHnnkEdlkDSzytHy2PrBZKzVNGeh6Et1QvnK5HCYmJmQhrVZrmV9GR0dFsQQCAbz22mtYu3atmJ0M2o5EImhvb8dv//Zv4xOf+ISD8KdXUdePddenRXHcqBwty5JT2Fn/QCAgHKU+OYvzqa2tTWQSgMg5N8LTfObWNjrhyA8CiweG6+BiAoTlKje9QiOJGI/HHRuFgcUzAbiTgHY+YTIj7fk5V21t2pi8XCAQwO23345jx46hUqkIeZnL5QSu66JjwqamphzZBsyJWC9UQnNSLNxXp80Jv9+Pe+65Bw8++CD279+P5557DmfPnsXly5clVTMPTX711Vdxzz334PHHH0d7e7sj2p18E/tWc3pEI3rzOUlsksBMR86Mp8Di5nUAstVMIz4WCjQ/47YoTR/QU6cnKsdOr/rkbUyFFggE8Oqrr+K73/0uRkZGMD4+Lu9cuXIlbrnlFtx999246667JOmh3lak83RpjlAjTgaKso3FYhHz8/OOs2PZf5FIBPF43LE/uLm5GRMTE6JAUqkUpqamsGHDBni9XgwMDEhSzKamJnzkIx/BQw895EChWmkyZIIOMZfLJUlIWRftaNDIiwkco9EoMpmMtJlnLACQXQLM4EFzOBQKSfQ/ZahQKKC3t1ecENVqFfF4XNILlctl2fmgx265yk2v0ICaR6WlpUW8ndoM0CEJ9MZwTxnj1riimWEM2vMFLAbGtrS04Dd/8zfx7LPPIp/Py4lBXJWIWjRXwn1qjNExi56wrIPmh8yARh1ioVf7ZDKJTZs2YdWqVThz5owEgA4PD0tmj0KhgKGhIZw5cwZ/9md/htWrV8v2FKYeB5zku+4nZuUtlUoYGxvD4OAgpqenceXKFdh2bV+rDlFhfTUSY5Q/0+K4XC7JMsFzA7q6uuByudDXV0tkrA8AMWPg6CmjsqGnkl48t9uN/v5+/OM//iNOnTqFK1euSFrotWvX4qMf/Sg2bdqEnp4eIbCpDExu0yz8nvXi/dpTrPfPmm3RoToAMD4+LnFoDQ0NKJfLuHLlCmZmZnD16lUxAUOhED7ykY/g//g//g/Mz887zgRgfVl0dD8XcdIzNBF1wko6EEhPUMb4fCJNWjGFQkGOy+PcYvLNsbExObuU9AKRGOUAgCTsZL8xgP3flEJjzBkHgUfdR6NRyQPPTeiE2EQ3NEOpCLVzgeYBlZiOvXK5XNi2bZt4LgcHB5FMJjE/P4/e3l6sWrUK/f39jnAFTWxrDkMjINMEpLARlXC1J7FqBmpypQRqHrk77rgDGzduxOHDh7F//35cuXIF+XwelmVhdHQU4+PjmJycxEc+8hF88pOfxJYtW2DbtqDIcrl2ktXg4CDGx8dx9uxZSYDJkJH5+XnxsurV1OQDlyokgjnRfvCDHwjSoMIhX9XT0yPnqa5duxa5XA73338/rl69Crfbja6uLgk96O7uxvT0NFwuF4aHh/Hyyy/jRz/6kQR0MoHAbbfdht27d6Onp8fhDbZtW/qSC4fOEFKvELFSWTH/v3YYUX5cLpfk2eOBIOw3oh06HLhRO5/Py9kA0WgU99xzD5588klHXjQ+gyET9KS6XC5BdTRrmYqdpng2m5VwkXw+Lwf/ut21BJjRaBThcBilUkm2MHGMW1paxCxtbW3F+Pg48vk8Ojo6kEql0N7eLjxcS0uLLHwej0dOmuKi1traimq1dvANU6EvV1mOQ1LcAI4BGLNt+9esZT5omIQ/TQFuaE2lUg6Og+QvVxDtQqaHiRllmQ2Wws0odO1xKZfLuOOOOzA1NYVvfOMbSCQSyOVymJ2dxZo1a7B+/XpcunQJoVBIvJtcmYBF4tgk4nXRDgF+T7NM73WkAGsCnQIeDAbx6KOPoqenB9/73vdw7tw5SWGTz+dx7NgxTE5O4tKlS/iLv/gL5PN5XL58GRcvXsTp06cxMjKC+fl5RwwUAEG3rBtNbSojbe5opaYntXYy6AmpU9dMTk4Kn3LhwgVYloVXXnlFQii++tWvwuVyobe3F2vWrEFPTw82b94sZ0y+/vrr+MlPfoJr166JOf3oo4/iQx/6EFatWoVbbrlFlAj7sZ4S1nyeOcFMb7BlWbL3kiiS/cb9j+S4mK6dxeutHdsXDAbR2toqz9FxXoFAAHv37sUXv/hFdHd3XxeCRPki6iLPTLRVLBZls/vY2Bjy+TwikQimpqYEHMTjcXR0dKBQKGB2dhbNzc0oFAqIxWJoa2sTGXO73ZidnYXL5ZJ0W6R5LMtCIpHA5OSkBNmSQiBXSqcBZcOMf9Sxb8tRlgOh/TGACwCib///l1jmg4bpgUyn0yiVSmhubkYmkxESkhCdyonmADO4EirraGjyKuQcyMtoDxVQSzV0+fJlzM7OIpfLSTjI9u3bsWHDBkxOTmJkZEQI03g8LmmF64U01CPDWahUeUIQlZg27fhM03TYuHEj/uqv/gqHDh3C66+/Loe2zMzMSFDwZz7zGXi9XnF4cOLxXTrej8iJKIAOFa6ympvR7aTJTWcKuUUAgviIjpm2yaQQ6PliPzU0NGB4eBgHDhxANBrFmjVrEIvFcPXqVUxPTyMUCmHdunVYsWIFVq1ahVtvvRXRaFRSQpsLi+nYoJLi/0z0qZODcuw4Hjx7gGYoY68Y+E3F39/fL+Y+ALEaIpEI1q5dizfffFOUE2mGlStX4jOf+Qz6+vpknPlu/l2Py+XiUiwWMTU1JQqTOzK4jYs7Mebm5mBZlow/kzJys7rmKxkgzGexf+iRt21bQqQaGxtlYWdSSPO0evbjcqIz4P2f+tQL4KOopdX+s7c/XtaDht1utxDNnHQUSsazcNcAEQ0nBpUb0RiFWhOkpodNm4VA7VzQT3/60zhx4oSkdZmYmIDb7cbHPvYx2LYt269onrW0tAiK0SEK+vn8WzsGOMCaW9NmJ9ugSXdyMFz1SHj/y7/8C3784x/j5MmTmJ2dxfj4uJyvqJ/PqPj29nY0Nzejra0Na9aswZo1a9DX14euri4kEglpCz1bLNpcpqIiucy66v2mNIszmQzm5uYwNDQkwaOM1xofH5fDh6k86JyZnp5Gf3+/8EMAsGrVKnz5y1/Gli1b4HK55P1UAGafadK+nnPGRNMcO8oYt+zQ+8uzDxi8TXOaSIhohgtsJBJBOp3G1q1bJQ6NkfUtLS3Yvn07du/e7VBm2gNOR4ZlWZidnRWlMDU1hWw2K8+js4D3kxNj8kdm35iZmZHFXfOU2nNJJUeTn6Y2ebKmpiY0NTU5jgAkdcLYMy6O2ruaSqXqcs7vtbxfhPa3AP4DgIj6bFkPGm5tbcXs7KzEvAC1JItALfsFUzNr7okDqGPYaBqUSiWkUimH4tCKhD/837IsNDY24rd+67fw7W9/G1evXpWYs/PnzwtXwTM6E4kEVq9e7TjAhLwLADGRdegBAAllMANE32mwyT/RbG5tbcXXv/51vPrqqzh//rzENZHIbWpqwvr167F9+3a0t7dj7969kvaZ55W63bUcVwsLC3IMGrCYEViT5CT8tYOF11HBaXN53bp1ct3bYy1mChUs960ODQ3h5MmTyGQymJ2dBQAxpWnGWJaFQ4cO4c/+7M9w991348knn8SGDRtg2/Z13J9G5OxrTQ0QmevPNN/JMaIFQDqA6EwfEELe7MqVKzLmsVgMd955J3w+H1555RV885vfxKlTp6SOmzZtwrZt2/DMM8/IoSZExVzcyIFOTk7C6/Xi0qVLQqckk0np+3w+j7feekuQpM/nk61HU1NTKJfLiEQiEmpE/i4UCqGxsVHazO1k9HCyrtlsFslkUmQlHo9L39ACopwT4dEsZz7AUqmEbDbr2EXxfsv7Ocbu1wBM27Z93LKsD72bW+p89o4HDW/YsMFmzBmwGP+i3b4sZkAm93nab4cZkMjVvJXOELFUGIXb7cbu3btRqVTwT//0TxgeHkY2m8X58+exdu1aWdE4sC6XS1ChRir07ABODyuvoQJU/eDwHGoTtR6vc/ToUTz77LMYGhrCzMwMIpEIdu7cia6uLng8HqRSKXR0dOCpp57Chg0b5AQrmuRcCPQ7XS6XmInaqUJFpMNWTI+fVhI6ml8XeijZpmq1ig0bNmDXrl2CelOpFE6fPo2LFy9iamoK09PTGBkZkbQ0lUoFAwMDGB8fx7lz5/DEE0/g/vvvRywWuy5hgO5jvpf11VSD7l8qZZNfI/rnqVZ8D83pSqWWRYNIqbm5GSdOnBBFR3OQVsi2bdvwx3/8x2hqanLwprQ46BX1+XxoaWkRhxnHbXZ2FqFQSIh9Ho5dLpfR0tKCyclJMYvpOEilUhJFMDY2Br/fj5aWFqFkaBE1NTVJiAcXeebpy+VyiEajaG9vl/fS+6zzoLEPuaNndHQUfX19ouiWo7zfY+w+blnWYwAaAEQty/o6fgEHDevJQIHkSsBVUis4oivCZpKT9eJedEwa4T3gVGg+nw9tbW2499578cYbb0gEdzKZxLVr18QbND8/j0QicV3KG1NJmspMhw5oPsdEcWbRPFqxWMTZs2cRj8fR19eHBx98EDt27MDmzZvR19cn4RicPJXK4mEWOtCRylWbyHq7F5UZ360RHOtqemlNxwjHC3AiUI4dsGjeAbUDeu+++27cd9994jDp7+/Hj370I0xMTGBqagqZTEZO1goEAujs7MSmTZscHJ/5btZZc1O6Lmwv20X0o2kMegg1V0e+SXNj1WpVttBduXIFExMTIpfBYBAbN27EM888g66uLjFRzcWtXkxZW1ubmIb09AMQs7i7uxu2XTusmqEqPp9PlB9JeyIzyivHjE45toEIl32kw1RoidSjcTi2lHVuttexb8tR3s8xdn8F4K8A4G2E9ue2bX/asqz/C8t80LA2XTQfQsHUXIhe2Xh8FnkYCtfbdRaB1JNYe42AxZOTvF4vIpEIPv3pT6NQKMhKOzk5iZUrV6JcLiObzWJyctIBu7nCcZC1YqaQ8lrN7ah+dvxtKkWiQ5/Ph8ceeww7duxAR0cH2traJCqeCoaphvREpXIyTTDd1zqIVNdDh6YAzi1JrLfe0mR+pxUkr7Esy4Fqiagty8LY2BhaWlpgWRZ27tyJbdu24cqVKzh06JAkYeSe2sOHD2Pbtm0OdKwnoO5TtoPmM3Pv6362LEuUPsMhdNQ8EYm+XvdxpVLBnj17MDo66gjDiEaj4sxob2+XftRmsP6MfaP7CIAjiFZvUSNHRQXC0BV6Ly3LkkOCiMp4jV6YuBugUqkgEAgglUrJgs0YNe5aicViEo2gOW8+c25uTjjUZDLpkPH3W34RcWjLetCw211Ldc1U2tlsVjiLhoYGxGIxzMzMiBeOtjvDN5qbmyV7JgVMOxR4qAizKTDYjwJBNMNc6ps3b8anPvUp8W7ati3eIrfbjXQ67VjB+Lle9QjFtfliToS3+0x+m+am5tj4XVtbmzgkAOcBFXq1JwGtA0TJ0Wgi3ZzoZl1ZyEFSGemiFaY2O9h2LigaEQGL6WvYfppIWtFwv+umTZtkH2+xWMSZM2fEJKISJyekFTUzPeiwAmDxBC3yYsDiViKOG7lXBjzrdvN7vrdSqWD9+vWIRqM4efKk5EbzeDxobm4WPnNubg7t7e1SPzPIWHN0zGcGLGZVYXR/uVyWGDOiSiocjgcDm0ulEpqamhzZObQTLRAIIBKJCL/K09x7enqEF0smk7LBv1QqyWEyTKNOCyAajUqYTnt7u+wcuFlMTim2bb+GmjcTtm3PYpkPGk6n0+I5YWgBPWXkcoDFCcyJY1mW5GBnuIYOaCWhyZWDKylztnPwKZw0Nfbs2YMHH3wQ3//+95FOp8WUoxdOh4FoXsnjqR33BSweM0cEA9TP6mquXiaiMuE94MxqYfJHLNwlwNANoliNzthuokn2M9+vj9PTilBfoxEc20MB52f60BSNnPlsfmdm9+CBIQxi5RkPPMQ5l8s5xg9YPBuSu0pYbyohvo+IjCaWVv5U9JQfjYj0ONFrTG/i/v37ZaO6y+XC+vXr4fV6kclksH79ekE72luvFxltmfB3JpORceHfdIZRyaXTaViWJZwdwzN4knuxWERTU5MoZp3DjMHX0WhU8pz5fD7kcjmhG3RAsMvlkgwbdPIwY8jCwoIE/9q2jRMnTkhKoeUqN/1OAcC559CMv+GWJJoDRD86O4DHUzutWXNtwGKWAR6iwkMlTATBwne3tbXhd3/3d5FIJPDGG28gmUwCqCmP2dlZCZzUmVh5KAWLVjhaAZloSpPmumhz7Ub8H/83HQtEU9rNrk1OXbSZzH7gZNGTjnXSi4M2udmvXJR4L380gmYddbiCiQxNhanbr9+tzT7Wk+/UfUxFyzpQpvgd5ZCKlMQ/n6O3+fj9fni9XjFHU6kURkZGRGHt2rULmzdvRrFYxIMPPog777xT5ISFMqx5YnKCfCcXBo4hx2V+ft5xhCCtBNYzm82iublZdi1kMhmZR7RaLMuS+msZYwCtPsuTW+402tM7cQDI4SjscyK5G/HEP2+56RUaO1KfN8lO9fl8iEQiqFZrmTwZ0dzc3Iy5uTnxiLLzKZA0Ybn30rZtyd1Ec0zHomlSk8ijqakJn/rUpzA/P48TJ07ICpXNZvH666/jzjvvlEMoiHZ0Ti0Kn2kS1jMvlyqaa9H3mN4lrfj0dWZoiN4poREWt8mQW6GC1CiUfIs2tbQzgXXRZimfx+vNmD19FoTuI62g67VLm8ssrBuVl0aCVET8nONMNENzj2PF//l89jUXXG4JYjZXUhEejwexWAwbN27En/7pn6Knpwfz8/NYv369eJOpvPg8HYcIOBEm288FgqiSSikUCsn+XpfLJXucLctCR0cHgsGgKO6WlhYJh9JxhpRhr9crm9iZmICJG3maVXNzs7yfWTQ4xtp8DgaDyGQy2LhxY12Q8n7KTa/QWEi6ErrSQzQzMyOmA2E2D2GlUM/NzUlmBa5IFGjmMOOkYMwQJzc5CLreNVpcs2aN7DVk+uaZmRn89Kc/xbZt29DU1ORYUbnH05yEWumZxURLWqFwxdS5rfR15meafNfP0d/zt66bFjrbtgWZmPXjM7Vy4rOoDPhumkYAHCaHRqxm/etxkxpR1jO/+T+VGRUAeUFOQE42jS51Tjm2mZNdK0ddN+0RPXnyJI4ePSpojs6Mz372s9i5c6dE0DOVvEaoRDimHHARpJday5JOW85QG3K6pDq0qUoERjMzkUhIoDa5aqAWN0bzk+mHSONks1mMjY3Jli6iPmBxHzYRI+kBLbd6L+xylJteoekJYZpE/I6eTKIvbnGqVCpCnhaLRXEccJXjqmHbtsO9zsMjTMTAzbdUpqFQCB/96EcxMzODr3/96xKDduDAAczPz+O//tf/KiQtJ4RGTzpkAHAS/EtNThZTIWluTf/Wuwi0kqAnlwLGdDPaVKPSIknO95oOCY2GLMuS7KRutxvJZBIul0v4FppvrJN2KLAtNI+0o8JEzHx+Pe8pgOvaTQWoTUg6BXT4CxUJF0g92YiCqBQ1P6lNrGAwiDNnzuBv/uZvcP78eUGaK1euxNNPP4377rtPruMY1Ds9ynQm6XFnG4ggdRs4Ntq0DwaDwg3r/uQ2OyIqolVyZS5XbddDOBxGNpvFwsICYrGYzCsdE8cdE8y8yygDyhLrwJPpGfT9bwqhWZYlwYP6h15OKjV6JwEId1Gp1LZdRKO1baYcIHIjAGR/GeE6T0gHIJ5NEuDcx6bJYZ/Ph0cffRTHjh2T1Xhubg7nzp3D17/+dfzRH/2RI58YsKjITJS2lPlk/s/f2rzTJisPguG7TCXJvqCiN99jLhjmeJh11t/xnUQJnGg8DIPmkkaYWlnxbypjAA50qOtKxaIVEevBiawVEien9tpSmWgkZrZTt4vP5nc0E2lexWIxjI2N4Stf+Qreeust6YOWlhY8/PDDeOCBB67bOsZCZau/o7zrtlOZccudZVmytYh9xUWeizOtFypLbv4n2tLP095/eko5t3gEn8/nk5AgImWmHAqHw5ibm5O4uGw2K8G0lUot7RPnICMWlqvc9AqN0J/bWPTES6fT0qksVHLkeCYnJ8XVbG6O1adGaT4KWDyDUK+IAByKkqhx1apV+Ou//mv8zd/8DY4ePYr5+XlMTk7iBz/4AcLhMB566CG0trZKEC0VKyeRGRvHv2kq8HuaFBrhmIKuCXCNPvQEjkaj8j9XY8DJafGZlmVJvJFGhZrb0V5Cy7IcMVH6GSaS4ASmotfeW9aZ5i4RZSqVcoRO1FPWtm070Befofc16qBf1qlYdB5FSHNUyx0XDK1UOS5UGt/5znfw2muvYXZ2FoFAANFoFA899BB+93d/1+F44vjRzKV8aKuEssB6M5yF5w1w7PL5vGx9ouxzbBlUzTMFGP6UzWYdYSDcEsi2uFwuTE9PI51OC7qj3HNOLiwsIJFIoFQqIZFIwO/3y+b0arUqKYsYb0b0T871VyEObVmL1+tFd3c3AOfKzJWesJznCJhKiJ4Urspzc3My2SKRiKQxtqzayVGzs7NixjKSmgLGiafzRAG1lbWnpwef+cxnUCwWcfjwYVSrVQwMDODZZ5/F3NwcvvjFL8rkNcMYNMoxzVz9m/wFhQ24Pi0RV28WrYTYJ/VQFeuilZ+uk/ZEUXnWQ3REXhpxAk7zWrdZIxB+R6VMRKyVkG4bY8CoGDU/yTAZKjY9adgWxp8BEIqCJjDRumnS6n7SKJvE+8svv4z9+/dLIKvH48HWrVvxH/7DfxA+1gxRYd20h9McKyIgtpPt0vcweafmCYlguSGe19h2bQ8q0wZR0bEedGAwhKOxsRG5XE5CWbggeL1e2SCvxxSo7V0lBcT92Hw+vevs6+UqN71CI5ehwwMoZLZti3lJ3oMwlpuD6T3SgmmSkDrQlJ4txpWVy2XJy05h14UTOxAIyH7PeDyOixcvolKp4MqVK3jllVewYcMG7N271xHAaJoTmqwHIEkYWbQi4krOPuKqpxUY0YmeHJZlOTy5NLE0WuIkM01BwKkgmXpIK0zWcylzmM+vpzTZJs118fNKpSIxg5QFZk0Nh8MOs4fjwbExFyS2m9HsrK9OK15vIdN9r898oDI4dOgQ/st/+S8Si9jc3IydO3fi3/27f4doNOoIddGLh36+7jtgMV6QSpMmHABBSyTrqcSr1Srm5uYQi8WQTqflMGemZaIDIhAISAJUpnHv7u6WBZ7xny6XC6FQCKlUSuSBwKGtrQ0ej0eCgkdGRiTzBikb8nz6XAUi3X9zJ6cDi5wMB4tR/8AiB0KykVHO2j3PbRYUcE4yzb24XC6HKcH3ar5MF5MQJsJ74IEHcOTIEaTTaaTTaRQKBVy8eBHf//734ff7sWfPHoenx0RoOtRBm7q2vejFMoVeKwwTfen/TbOJ/WdOLHPym4hLR8rzPXqCajSklZyJ5HT9NFrVisVUJkRfrBt5Gr6XDgxOcI3aKEM0+2lmkgjXwaxUIERFuu5mGAdR0re+9S3Jrx+NRrFnzx785V/+JbZs2SLBpeZYaZNX96eWMypCnRiTFgr/5nVcrGhlMBYtk8lIggduY6IpOTc3h1AohFwuh5GREXi9XvGg8v6rV68KOna73RJZcO3aNTkFPZlMolAoIJPJIBaLoVqtZfZoampyjIWWHfbFcpWbXqHRbAiHw7KiNjU1SYdHIhERCiZWNI/QikQiiEQispWF19NTxpWfZqtlWYKO9L49rQgBpzIDFmOdPvWpTyGRSODw4cPI5/PI5/M4fvw4urq6cMstt0jsm1YA2nyjItNeNf0ePYE5eXU6cNPE1J+boQDaBNYmnzZvtOeM7yWa0pOPdTTNSnOisk5mckhmVSGCohnIe7RiMpUiFRLRByeO7ldyZPTC+v1+CStgMLauL6+n8mMbqMhsu+ZEaGhowH/8j/8RJ0+elPdt2LABn/3sZ9HR0SEhEvUQmV5QdKCv9gizLnRosF+4uOg9y5RXAA7Sn+EUlB1u76NC5L5fprAnMmO67UgkIrwbHQQAJONGd3c35ubmZDcMn8mEn6R8yAPSQbOcHk7gV0Ch6ZiZRCIBYDG40O12O+JbSJYzBocDrtNJ837Nh9Hs0tteTFe+RhgaTegJDdSEsbu7G5///Odle1YqlcLExARefPFF2LaN3/md30E0Gr1uZdKmIt9Dzsxc0aiUdRgCTTOt/ExUwD41OSX2FSce+1crXI0i2N+6PvpvE43pumsURuKdpgkDU3XKIl1301znM5hWnXXU5DoVBpVRLpeT73R2WaIgTU3wHu3A0f2ZTqfxD//wDzhy5IhQGz09PfjN3/xN3HbbbdKnmiIwuUYTsQAQ9EX6Q9eNphv7hKYd5YSEPbdVMcCXoTMulwupVEo4YmYN1gsZwQMAOXFNUxXZbFYCd9luoj2fz4fx8XG0tbVJhhEuOvS4crGms2G5yk2v0Cigtm070rRQKIic9JmbeuO32+2+bnO1JmEZUkG3O1cxDhyLqRT4mck1AbXJvmbNGvzBH/wBKpUKDh06hHQ6jZGREbz++uuwLAt//ud/LhyUNj/04NJrRn5Qr2aaWKYpQbNUZw8x0RL/pwCzvtqs0u59rUCIXvW2JbMvWA/ND5o8nN4CpseKfBm5IKJsvbjwOu25JDLTypMmoYni2FcMHuUWIU7MeouU3q6jTdtEIoEXX3wRBw8eRDqdhtvtxvr16/Hkk0/isccec3ideb+WQT3m+jvewz5mnzD0h/GC+lAX7a3WaY54Lu38/LzjMCEGirMf+VmxWHTEYVK+qDTJLRP9x2IxSRKpwzEsq7bpv62tTeYV+UCOL+uwnOWmV2hutxvNzc2IRqOy/YK8lh5UHcGtwxL4DJqh2rwCIOmBaf4wE4IO7tSIDLh+b2Q9bsTr9WLTpk34/d//fVSrVbz00ksAIJuTu7u78elPf9oR3U2lohWLRmP6c60wuPLqCHgS1yZXp83Mepwb+7BeaAgViW5nvWIuBFrZ6dgpmjyazNfv0u8gqtbmuHY4EJEQUfFzcjfajOP7uA+YqKHeYqX/Z8iBx1NLlnnx4kW88sorGB4eBlDbq/jUU0/hiSeeuO48AnPRY9GIV1sHmlbgQlWt1k490/tNOT56x4MOqqVyofzT66gDq7u6usQLyoWTAbLMVsPM0DxIh8i2oaFBKCH2Pa0eojUGAGvKhosYrYrlKje9QqtWq5IWhnAYWPSyUBFpoWG+KQp/JpNx7AlklL/LtZh/nhOAE44ufb2H1CSoKaycNDprKcnirVu34jd/8zeRTqdx9uxZ5HI5DA8P44UXXsADDzwgW7LqmbREUqb5ppEK28P+IFJhfbWnD1j08GoUpRUelRaVkonk9I/Jn5keTV1MYdY8lNmnXKy0SU3ORytZ9j05UGY90WcccEJTaZEQ14pTBz2T79Fmou4bv9+PTCaDV199Fd/4xjdw9epVec++ffvw+OOPC6+rx1L3k+4TPa5sG+vLOpPP1aY028qte6FQCHNzc2hsbBSklU6nhQck70wUSrOU4ROJRELmEPlEngVaKBTQ0NAglA/fT+6Oz6BjgDFxLpdLjnsMhUKO1Eh813Kam8CvgELTJg7/JyQGFvk0mmNEFtrkjEQisuLplZZKiM81zUaN6OrVSysawJm2hxPC5XJh69at+NznPodvfetbkiN/aGgI/+k//Sc888wzkogwGAzKcWb1oqdNFKhXdxbt9dJoxTRpTa8tlT//NtunlYNWfEuhPN5rOiWARXNZKyZ9rVai3EDN8dPeRU5Woi1tPtHk0mavdjJoeVhK8et28Rl+vx8DAwM4cuSIJEMIBoO488478cUvfhHRaHRJE1OjZfa/5vYo6zS1qbB1m+jxrFarsglcoyrNezKObH5+Hk1NTQ4HC9EeqZpYLCZbmziXyuXagSrk7HgkJDPJaN6NcZsMIKfnk4sS5YULn+Zgl7Pc9AqNhQJGrourlSbFtSLjJOHntO2p/LSwmvyaiTyA+tuANHIxC68tl8uIxWJ46KGHhPsYGBhAPB7HgQMHUCqV8OSTT8Ln82H79u2O5Hr1EAzrot/PiVLPg2kqXbPNZvtMZaav5eSjQtPvMlGyVmQmn6dNR82fac8zJwmVKMMESJTrwgnPSc77acbTXOPCaDo7dB+aiwCfz7pPTEzgG9/4Bo4cOSLZdNevX4+nn35atndxkdV9qN8D4DpUTqVMBaMTDhCxUplQnomkNMeneWTWA4DDw8tj7GgyUi45j7Tnl4frkJejk4JAQIe88Edv7WK/MUCXlFC9+bQc5f0eY9cI4P8LYCsAG8DnAfRjGQ8apimhTSDLWjwnkIfqkrPQgsLJwyDMeh3Ne+q9l4JhXm+iHA2j6/SRTN4HHngAPT09+G//7b/hwoULmJ6exrFjxyTjbl9fH/7qr/7KQbjzuVoJm7yWWW8T/Wh4z9XZbIdWUvUWBiqCema3Rm7ae0xFRNPZ7Csd3c/30UnAz/T1mufSCofPpZLSiT71zhFzy5T27upCZaSVHwNDv/Od7+D48eMSpLp582Y888wz4tHUnmD+b3pmWUzEprO5aMeMiayJdOjhpzIkv8y+amhoEE87TXNGBhC50aykIiU/yASPLlftgGGgtrPCtm3JZsO+Yj+TB+Xiw9Oc9BmdVKC6LGUFvZfyfhHaVwC8aNv2k5Zl+QAEAfxvWOaDhhsaGiR2Swt3S0uLrFIMAzCRCdOeAIsCRGSgzaOliEmNWljMicRiPkMrTMYI3XnnnXC5XPiHf/gHDAwMIJvNYmhoCC5XbVvW5OSknJ5Ds8h8pkYW2mTS7dYTifdpFMR21cs4QcHku8PhsPS5WR9NBQBwmCsm6tH9QyVCglpPNPKiOsUQAJmwptnG97NfdJ42fqeV9VJF0wW2bTviBS3Lwssvv4yXXnoJw8PDsG0bPT09+NjHPob7779fxqoeVaAXAq3c2Of8X7dLBxfrNhEZaetAx6RRMRFxMU6MIRo6bjMUColibG9vF6+vZVmSqJGLSmtrq6Q64g4FRhDwZHYiaKB2oDLR5Llz5xAKhRAMBgXtMcRG0zTLUd7PMXZRAPcB+BwA2LZdBFC0LOvXsYwHDdOUorYnLNZeTb2diEJNN7P+THu/+Gx+r++vpwj0JmXzXfz7nQon9Z49e+D3+9Hf348XXngBBw8elPMPtFLS6Ijcg1n3en8vVRcT4en+4WpvChizOAAQ4tdECyZPQvPGXHm1Oap5MU3c6xjBfD7vcFDo4FqN7vhZveBitpcKls4GmkcMpmX9eK+Oj0skEjhw4AB+8pOf4PLly6hUKujq6sJDDz2Exx577Do+qF4IhkkPmLJjLpKsKxEmZYeyzS15lE06zwCIA43oi/dz7NhubQUwpTaDyXm4dKVSEUTGfbNtbW0OZczFWPcDrQpSB6VSCbOzs2Kma95yOcv7QWhrAMwA+JplWTsAHAfwx1jmg4Y7OjocaWG0OcYVnLyYSTKaXhT+zbTCLLZti4I0O1ibQjQ79HdL8W/1BoqC5XbXzvncunUrnnvuOVlZNTfxToUKQL+TgqLNTB2eoSeXOYHMg2F1G6iIvF4vGhsbHQ4XPflYqMxcrsX9mTqjqmlK0uvIpIImx8n+Z3v4DMYwuVy16HPzzAMAEpul+4KKkcqAoTM8ECcQCIg8FQoFvP766/jHf/xHXLx4EUAtPOP+++/Hl770JYcJy2Ka9HosdL9yDHUfa4XHa3kflRt5LI20qfjZB9oEBRbNaL24m2eWkj+rVqsYGhqCx+NBQ0MDRkdHxQsaDodFkVLh6q1kNFvJV5PL9Pv9yOVyknCSOdGYeHK5yvtRaB4AuwH8O9u2j1iW9RXUzMulSj1cWVc92+qg4U2bNtk8eQZYPM2JQq9zojG6HIBAaw1rTSLaeKdD2M3VU5thZppuvSIvZZ5q85Of9ff3ywB7PB7cd999At31pDT5KXNimLySfgeVhzlhNFkMLBLfuu7kY8ihkMzldRRmveDUM4XYr9xSw3fo7/P5PCzLkj2P+hkaoekFhOc08CR1tolhA8ViET09PSIrlmU5tuDwmbpd3CJHsy8ej+MHP/gBLl26JHnD7rjjDvz7f//vZfKbymwpE0pzhRw3k2dj0aicZiSwmNKIqa+05cIxY/wZ5wyVYLFYlMBiBpXzHi1v1WoV4XAYsVhMQENHR4csAEzgSKeBTtlFWaYzobW1FYFAQHZnEHywzTdTPrRRAKO2bR95+///BzWFtqwHDVerVYcCIZzmYLPDTW5HR2lz0mhTSSsBPYG0QjI5tnr80s9r/9N75fV68Z3vfEfOIgiHw9i6dausbNqzqFfieuYuJ4p2nPC35px4ralkze/1BNWTUH9H7oVKjUWboayr3vep+82yLCGntXeOddN9q59ZqdTOmfzJT36CkZER5HI5ZDIZUZDt7e2CqH/jN35DnkGSm4qSi5cZrc6+PHnyJP7Tf/pPOHHiBLLZLPx+P7Zu3Yrf+Z3fcSw8rJ+JlPm37msWUx7rXU9nFvuJ25Fs2xYExv4FIMjNshZPeOJ2qYWFBYkpo2wwAwiDZOmoImqdmZlxeIapgPVGef7P+E2axPqcWbaHSiyRSMjunNnZ2eu81u+nvJ+DhictyxqxLGuDbdv9qB1dd/7tn9/GMh00rFdzDhwHyu12S1CfNtW0bV5vEukAXQ35KYjcCGxObK5Q5gTXwb4snCSmEmBsz/PPP49XXnlFghV37NiBrVu3Cg+i68TncAJRcLhzYmpqSpLsXbt2DcPDw3J4bCQSEQ5s7dq12Lt3L6LRqKP9phKnEiRxq6P4NdLUAaraDOXKS9NCB6tqU5MTk/fpcWJbiS6GhobwxhtvYGBgAP39/cjlcnJ6Pb2ffHZbWxtisRg2bdqEN998E3fffbeMnw681Sa+iWhPnjyJP/uzP8PVq1eRy+Xg9Xqxa9cu/OEf/iG2b9/uWDD1Qqj7UU9iwImoNUrWfcKQE9P8pOwxfx+vY52ZQoj14rY6zhNG/BN1E/n5/X5cuXIFXq8X8XhcUg3Zto2WlhZBrKQCqLBYV24d02a1phk4n4gyOzo65JQ0nfV2ucr79XL+OwD/ZNU8nFcB/A4AF5bxoGGgNrEZyMdMnBRIPQH16g44vVbmbwqN6ThgMRECi/b8aN7JRIgmF6LNwXK5jFdeeQWzs7Mol8uIRqPYunWrmAsaMfK5RCYkW6vV2vkJP/vZz/DjH/8YyWQSk5OTsnKbz3C5ahkWXn/9dezZswd33HEHOjo6rjNvAYjnk5OVAkqzoZ5i0giSm8XpzTL5MtZL5/piH2kTFQCSySSee+45nDx5EmfPnpW2MUjWsizJcV8u1w6MnpiYwPT0tGRDDYVCuPXWWx31NmVF/z0+Po6vfvWrmJ2dFVN448aN+PjHP44tW7YI32oGGutiKjRTFkw5ofJmm3SICetKhayVKS0Hc/Fj6mxaNCw6iwpR29zcHFpaWoTOWbVqlZiNTCukM9Xqeusg6HootFqtOkxSr9credo04lyu8r4Umm3bJwHcWuerZT1omPwYiz4AxbZth5tfF00km4WDT3e4yevUS4/DYpoHpjDr7/TfdKOfPn0aJ0+eFP6ju7sba9ascSBH06xlnagwmI76hRdewFtvvSV7UAHITgoTVU1MTODSpUs4ceIEzp07h0ceeQRbt26VBULvj6SZwz4ySXWu5OQteQ8nHH90X+pQDj7XjBvU455MJvE//sf/wEsvvYSpqanrriGK7OvrQ1dXF7LZLKampoSIHh8fx1tvvQXbrqWG2r59uzxbT0g9VsViEX/3d3+Hw4cPy6E3mzdvxpe+9CXxaDLOimN/I9rBHAPKj+YYiRi5yPK5Gtmzj5iJhIqOz6BDQ3OjOm+abdu4cuWKOAqYir5cLiOZTGLTpk3weDxy4rx2GhBp64VJ9129hVsrcypqveOB9FGhUKg7P99ruel3CpDc5IQiMqFQaM5JE+CA0zsH3DikgUWvhgCuE/gboTEdg2WiGMuqBQPn83m8/vrrGBkZgWXV8rlt2LABDzzwgMODaj5be5XOnz8PAPj+97+Ps2fPIpPJODgOnslIx8jCwoIknCyXy4jH4zhx4oS8f82aNeJlZRv5u157zT6kEBNhMkJdO2k4djrtNScl+1ebKwMDA/hf/+t/4ejRo5idnUV7ezv27duHjRs3olKpIJFI4NChQzh9+jSuXbuGSCQim6h5WIjL5cLw8DBcrlper927d1/naODYkNcsFAp44403kEqlUCqV0NzcjCeeeAKPPPKIkPH1ZKhen+jnm4qYckVOlQpAoy8iKS50PIu2VCpJSAvTbAOQY+d0VhRtRXAzOtvb29srC1d3dze6u7vR1NSEaDSKyclJMXFpwlJ5su40JU1rxmyvXvBYL7/fj7a2Nse2xuUoN71CsyzLcRQW/9cwV6Mw04SkoLzbd+kob9MU0s9lMXkRCqKeyPw/l8vh8uXLOHDggOR4a29vx8MPP4zW1lYMDQ05JoIWFP4+e/YsfvjDH2JsbAzpdBrJZBLt7e3Yu3cvWlpacOLECfT398Pr9WLFihUIBAKYmZlBZ2enuONnZ2cxMjKCSqWCnp4e7Nq1y8F3UGhJILvdbknURyWlD2yhUuLkohmiJxP7QhctyNo0q1QqeOONN3D27Fkkk0kx7dasWYOnnnpKPGj33HMP/vqv/xrXrl3DmTNn0NraKuiD3E8gEMDIyAgOHz6MgwcP4qGHHpK6sV5UGP39/RgbG5MFAYAoR7bLlBfdPrNwgdGhM1qB8nvKKP83veeM59Lv4/GIwOKiqxf4hYUFRKNRx1mY3DLY3NyMZDIpqcvz+Tw6OzsF/dFRwDGiFaPHVl/Dd+oAYr6T84GUCeNIGxsbZfz1Dp73W256hVapVMTzwonDDqV72fSAceB1nNK7sdO1EjSVmeldrKfstLNAk7nk28rlMl588UX09/fLs/bt24c9e/ZgaGhIJgzfReHhXrlTp07hH//xH3H16lUEg0Hcc889eOyxx9DQ0IDNmzejXC7jf/7P/ymKoFQqoaurS47W83g8WLduHVyu2mk+4+PjOHPmjCAj7bk0OTJOHq2ENH9kmhicGJykegWn8uTePhZeF4/H8cILL2BiYgItLS2SYv3kyZP47d/+bTFfVqxYgWg0KsS0yVe1tbUhn89jcnISV65cwXPPPYfHH39csm5wourQhEAggD/90z/F2NgYfvjDH6K/vx8//vGP8fDDD8vB0Vpe3o1MaTnRNIZpUuprdFYUbdZybOhMsu0ap8rQCJ0phOc98DezdmQyGeRyOXF2VCoVpFIppFIpQdhaCWula8qArqNesDjuOlbSnJ8aDCxXuekVGglOxgppwlTHtPBa4PoOfzcRyfyeNv5SSEl/xqKJbdO00NxHPB7H+Pg48vk8AoEAmpqasGXLFuEsNG/H99FDeeHCBXzve9/D2bNnYds21q5di09/+tNYtWoVIpEILMvC4OAgTp06Je3YsmULPvShD+GVV17BqVOnZD9re3s7ZmdnUSwWMTAwgFdeeQX79u1zeNfYj6wLlYb2RppomNHptr0YLKszm+j+NfkzLkrlchkvv/wyrly5gnA4jI0bNyKTyeDs2bM4efIkvv71r0sK6PHxcQl76ezslKMHeYAvo95bWlqQSCRw/vx5fPOb38Rv/MZvSF216cnr77zzTnR1deHkyZN4/fXX0dDQgJ/85Cd44oknHCT2jbizerJlmmU6JlLLDfOH6WtZiMLa2tocAco6cLlarSIajSIcDktmWtu2ZS8lTdaVK1eKBaF3TvB5Wq7139pRRTkw96+adIV2dujnmbGF77fc9AoNgIQyUOgZOEhiEXDGV9HtzGIiqhsV04TUAszf9bZQ1XuuNi+SyST279+P06dPyyS/5ZZbsHfvXgQCAWmjXqUZdDg4OIhnn30Wx48fR6VSQSwWw+bNm5HP5zE2Nibm6nPPPYdjx47BsmpZRjOZDF588UVcvnxZDoedm5uDbdvo7u7G2NgYMpkMXn75Zdx5550OvkS3S5taGpVpwdUoj8qMISrm83Saa63UaCr9+Mc/RqlUQiQSwYoVKzA1NYVIJIJ4PI6//du/FRThdrvlu66uLly5ckUmK59JB4bH48Ho6Ciee+45PPTQQ9fRAnpsi8Ui4vG4mJ5TU1M4ePAgPvzhD6OpqeldT0CiknpyoREwSXeawjpYXCsGEx3TCaA5VlIFqVQK8/PzSCaTEslv27acM2DbNU8xvaA6QaR+J60EzXOymLSMOQf0dwQhRGkmCFmu8iuh0LRW54qiB5wdphGBiaBoFplIrV6H6mcDixHrLJorAOpDZ9Mca2howMzMjORv9/v92LlzJ1pbW0Uo9UrHSVatVnH58mX09/dLtlDbtnH48GEEg0H09fUhm83i8uXL+NnPfoZsNov29nY51IKR/NVqFW1tbQBqWXOZLjmZTKK/vx/Hjh3Dvffe68hyW8/LSoQAOJ0f9RYMncOLRW9R0n3Gd46Pj0ucUjAYRDabRWtrK1avXo3Tp09L/3HCxWIxbNmyBeFw2JGznuZkMBjEypUrEQqFMDIygsHBQfz4xz/GI488cp2csB6lUgkLCwvYunUrDh06hCtXrmB4eBjj4+NCzLMP6nk56yF4U760QmccFz/TJqh+no4/NBdXfq/lh4isUqmgpaVFPMBMgMowDe1QM8dGc7haCbNoFG+GoPBzIn/Klg7KfTfW089TbnqF5nK50NLSgkAggEKhIBtk6SEjSqNCME//1pxbPeXFZ+mcUpr81ANKkwi4XnnVK9oD9eyzz8oBxF6vF+3t7WLCaMeBFtBisYhisYif/vSnGBsbg8fjkUMnZmZm8E//9E8OAc/n82htbUVHRwcsy8KFCxfQ2tqKHTt24OrVq8jn89i1axdisRji8ThGR0dRKBSERNd9a7aJyo11Yn9zDPSkoyeOZrQWbpNYN9HAgQMH5CzJ1atXS7wUUURLS4ugwVAohI6ODjz++OPo6urC1772NUFpfE80GsXOnTsRj8eRSqUwMjKCoaEhpNNpR3+zcEH0er1Yv369mPxjY2N4/fXXsWLFCti2LYS4RuGUH41gbyQfmnPkeRmUSa1ANNnPkBx9H79n7BlDnBgDSMcGt7DpU5v4XNOUNhf0dyoEFSbPxjYwzf3g4KDEtQWDwSWtm/dabnqFViqVMDk56eCZOGiWZTk2t+oV7UYmoP6eE46/dXoWE4XVu79e0TyYy+XCzMwMzpw5I2mJvV4vNm/ejC1btmB2dtYRRkBzjD9XrlzB1atXkUgkZF9cOBxGPB6XSHCaVk1NTYhEIohGo8hkMqIIuru7MT4+jvPnz2Nqako2GBO5er1eRKNRB7GuhZNKnEhPcyOAE4lp1z6fr71kgHMjto5lornH/8fHxzEyMoJyuSxpnHk47tTUlKSZ/trXvoauri6pnx6zmZkZjI6OIhQKCUekU7RzHHXUPuvX1dUlKao8Hg8uXLjgyNd2oxg0jbbqIRCT76VJqevExVjLnYn2tFmqP2OKbfaxDvfgOJh7KOshMv0Os+668FnaeaafwbNxZ2ZmJBYuFAo5kkQsR7npFRpjbWKxGHK5nOw7IwnKXOp647M5EfkcHUvDjtaTVWfl1KhC/wD1QzdMLqFarYrCOXr0KEZHR2XQo9EoNm7cKGla6pmvQG1/5/DwsJxYzZTL9FZu2rQJBw4cQCqVknsWFhaQyWSk/vPz8/jud78r+eUZi3TlyhVRXH6/X1IX6Ym4FJoy66knlVb8Jg9kBmKSxOak1vnWbNuWbVMAHCiUIS/cmF6tVnHp0iVYliUcUblclkSF5uScmZkRh5JZZ76TMtDS0iInJ01MTGBmZgZ9fX3XbeheaqfAO5lUmrPUYRp8JjeB0/og6a/lmP3IvuJ48llEmX6/Xxw77FMiYLPu5qKmFX492sZEddozSu8556jX65UURNyVslzlpldoHCxgMdEgwxh4PJbZoSbHBSymCNKHyZomgQl/b8S3mQrMHBRNovJwFE7Cvr4+fOQjH3HwSZo/Y3G7a2eK0u3OCd3Q0IBIJCIkrg4u9ng8YjpWq1XMzc1dF/G9cuVKzM7OyuEZ4XBYjirT7TGVlzYPKfTcR2hez/81AtF9pBcHlmq1KgqJpjmFf2xszIF23O7awSk8/JbjXi6XsX79euzevRuJRALnzp1Dc3OzBBV7vV4J7qWZS/NZI0tmpti6dSsOHDgg51pevnwZa9euvWEoEPuF7Vzquncyt5birPgOotp68qszjBBRMlBWX2dSAvVknO+q5+DQ11L+zOwr2gPa0NAAr9eLSCQijp3lLDe9QqtWa9HlJDEBZyBeY2OjmIwUbO4jZPZTCgVXdnPyUQB5PT9n4YCbZqguWsFpHqVcLuPSpUvCPbW1taGjowM+nw9DQ0MA6kN/E+UAizmuuCn9+eefd6Aay7Jw77334ujRozKB2Vcks7l3tLW1FWNjY0gkEuju7nZwYLqttm07cmqZe021iaEdGaZJZnoVea320lmWhRUrVghPRCeIzhDBevI81p6eHiSTSRQKBRQKBaTTaZw5cwbFYhEf+9jHZLeAmRmEClyb2fycp0hZloUPfehD+Na3voWLFy/CtmvZV++//37hf3S4CXD9qfb1lJJZ9NmsAOREJz7X9GBqeaPCoDI3Q3/0PbqemhIx66fR2FJeWj7DLCa4YAwh6zY3NyfA5J365b2Um16huVwuSd9LlEE+DVjMvMHBMe8FFnN9mYMJ4LqEiqb5WO9zPRhEBvWKx+PB8ePHMTAwIGZgKBTCU089hVgsJs8y61uvUDhtu5YIkWcpAM6T0IvFIlavXo10Oo3R0VHJzMDi9/uRSCTEnd/e3o5t27bVja8y+RB+Zn6v66hNFG1y6GfUQze8Zt26dRKuMjc3h87OTkxOTsrz9ZiMjo5KnzU2NqJUKmHVqlWSnePv//7vRQEvLCyIB3jv3r11A4X5P7fWWZaF3t5edHV14eLFi6hWqxgdHb0OSdcrpolWb+JqlGpyZ+Y1uv1LWQeWZTmOMQQWg8u1p19bBZRfHQLC//m3OX5LoUpey4VOyw8ArF69GleuXIFlLSaUWO5y0ys0rsYAxAWtV3cKC1cmktym7Q84UxGZn2nupp5C07yPHlhz0Ph9tVrF5OQkXnrpJczOzspzvF4vdu7c6biPK6wufEYkEpE9eqw7BUbHglWrVbS2tmJ8fBwrVqxAMBh0OAwSiYRs8ZmYmMDExAQqlQo6Ozuxbt2669CE+bdGBLq9S42ZeQ3rbSozTjhtSq5atQqzs7NIJBIIh8NYsWIFUqkU0um0hKPwHjo0yFeOjo6iWq1i7969aGxsxNTUFFwul5yfydg2Il1Obq3Q6VknF9fS0iLotr+/H7Ozsw5nlFbsRFSsn46WX6rUU2B60aDi0ehXX68DnevxsZQlypo5JnoecdzNyP93o3xMBUulxlx1o6Oj8Hg8aG5uljm63Cbn8oXo/oIKlRUjuwuFgvzPVYV/L8VJmN6vpXgvfqeDGIns6v2Yz9BKDwDm5uYEnVWrVfj9fmzbtk08tCbCMf+fn58X97Zt2xIJT3I4EAigsbFRdlHMzs4ik8ngypUrsr0qGAxi165duOOOO2RV5CZ5RuJv3rxZ2qmFmm3S7eOYmH2nPbMmkjU9YLrfeI3O4f/000+jtbUVwKJ3jBk1enp6xIymwkmn01hYWBCHh8fjETT21FNPoVQqIZ1OIxqNoqmpCTt37nSgHb33lPnDiHY8Hg/6+vokbCiVSuHNN9+UGCqtLNgeU+mbC6GWFcCZxFMvUNr7zf+1QwBYDKNh7Jw2rTk3+EOvt36W9lyzrqby1dSBVnz6OtNiIbert1Zx4SYC5pgvJ1K76RGay+WSyGmg5iHk9g0AjqhxDg5zpgFOBOZ2u+tmx6yHKLQpovciaqRCItTk29zu2lmQFy9edHgxW1pacN9996G5uVlWrWq1Kt5VvlcLNoMjOSH8fj82bNiAqakpxOPx61ApucRUKgWPx4NoNIqpqSls3boVly9fxujoKCYmJmDbNjo6OvDxj38cfX19uHLlipzIoxEu28rCCcxJWM+5YraFfVgPzfI3J6/X68W+fftw6NAhZDIZzMzMwLIs2bPL4FCSz7ZdS53j9/uxsLDgQGqVSgVvvvkmLl68iLGxMbS1teGxxx5zmDvsax1fmM/nHbFad955J7797W9jbm4O6XQaQ0NDjiPndPtMzlPLi+kYMRGUuROAdIjeD8n/eS23NWnz0VR6rCPNbzMXoI59BBZTaul63kjp6PlDudB5C0OhEEKhEPr6+mQRYsTBcvNoN71Cq1Zr5/sRpWjeSOdX0gNkrpIarusEd3w+n0fBqmf+aWHjwOn7+TkDexsaGnDmzBmHB661tRWdnZ3iZTPhuW4zv29vb0dXV5fkHmM9iVJSqRRWrVqFQCCAqakpUZA8FZtbddasWYPGxkZcuHBBPHh79uzBnj17MDIyIl5F8o1L8XlaiRMFUOHrwzu0Y0CbMfXMeW3eViq104mefvpp9Pf3y/ads2fPSgZVTgo9Ib1er+ws4OlG/f39EnvFg00+/vGPy0G6fEa9YGmmiOYC0tXVhXg8DgAYGRlxTFzKIMdOyx/bqrNomGPPvmEf1OMudV/pwn7WSlGjbFM+tWLV42QqY/M9SymdetcVi0XkcjnMzs7CsixMTEzA6/Wit7dXlBnbpUOrlqO834OG/xTA7wKwAZxBLWNtEMt40DBXKj3BzOh63al6hdIogoNIwTJXNJNI1auY/n6pFVZ/zu03ly9fxuzsrLirV61ahTVr1tTlOYBFaE8l4fP5JG321atXcf78eczMzGBychKNjY1obW2FbduyIbu7u1u4HvJujLr/yle+gqtXryKdTsPtdmPbtm346Ec/imq1KrFaTLnNNtQbC9ZZIxN+Zm7hMdsHQPLYk98zTTXLsiS05Etf+hL+9m//FufPn5c4Otars7MTkUhEFrWmpiaMj4/LnshMJiPpcLj96bOf/ax4UOvFjRFxkfeiyd/U1IRYLIZgMIhMJoPBwUHMz88jFApdlxWDSoLWwFIyoouJzOpxqvXGQfexKUesj5npxLZtR3iOVuhmnGC9d+nnmHXSyJRB0nTi8R69If8XUd7PuZw9AL4EYLNt2wWrll77UwA2Y5kPGqYtTn5EZ1Y1CVdOJs1L6LAGHYKgTQCT3yBS0cKi4694nTnwtl3bFnPq1CnhdgCgqalJUl6bpoBZdz3J/X4/PvKRj2BgYADj4+OYnZ3F8ePHsWnTJnR3d6OxsRGdnZ3YvXs3Dhw4IAIzNjYmm7SZ54votru7G3fddRd27NghSES3651MAI0ATLJfoy3+6H7TCQ2XmuQcozvuuAN//dd/jX/4h3/Aq6++imw2K8QyU+bQLMvlciiVSpJWJx6PS4jKhg0b8Cd/8ieSHJI8GdvC+ppR+0ShPp9PFDHDIDKZjOSIM5EPZcfMY8ZnU17MGDJ9jbYK6vGYGkVr7lYrMn5nKjQdQlNvQV2qmAjSlAneHwgExOkSjUZlpwJ/635f7vJ+TU4PgIBlWSXUkNk4gL/CMh40DNQ0PlPflEolWfkYZUyhMTva3MRueos0gmPoh/YiAk6eR3sC662SfBcDWXUEfzAYxKZNm+qu2PUG17IsQTGNjY14+OGHcfXqVdmgPTw8jIaGBrS0tKCjowOpVEri1FyuWprofD6PbDYrWRVcrlqW0sceewwPP/ywg8jXbVsqaFRPejODhm6HNn103wGQoF/ez/t0XwOQIODm5mZ87nOfQ29vL37wgx9genoaxWIRg4ODGBwcFM93Q0MDyuWyxK5ZloWuri489thjuOeee7Br1y64XC6J2zM93aaZTNmhGd7Ts3iEbCKRwNGjRyUlNzdda3OTv03vKQBH7BvRmG3b1/G++m8tk6ZJqhcXvlcvnKZcsbAP6sl6vTGpJ6OmYrSsmtNpaGgIk5OTCIVCCIfDKBaL6OjokDn8i1BmwPs79WnMsqz/F2oHoRQAvGTb9kuWZS37QcOaMyI6M1P36sm2RH0dSomFg08eRAfimorGXE01/8DPaapcunQJs7Oz8uxYLIZ169bJdVSmRJ06k4We7EzBs23bNjz22GNYWFjAuXPnkEwmceLECXR0dKC/v9/BfTEolQGNhUIBsVgMq1atwt69e3H//fdLnzCOT9fnRghN9zNN6UQigUQiIWl8mBOtngnD55teaV5D9KRNOLfbjdtvvx3bt2/H9773PVy9ehXJZBLz8/OS04zOgEgkgtbWVqxfvx6PPfYY9u3b58iyW4/fYlt0qmvGo3Gcd+7cie9+97uYm5sTpwPvo1LilikW7S3Xisl0lug6sI9NuTX/N81Meg2pJG8UK2d6nVkf/fk7oXSz6EUNqC143DPs9/uFHrDtxUBtysFylvdjcjahhrpWA0gB+I5lWZ++0S11Pqvba7Y6aHjjxo22eTgtf1OhmOcq1qkrAKfXiaXe4JnKcSlEpvk1bcIWCgUh3y2rlsKmq6sLO3bskH2ZWikstQryvblcDsViEY8++qgQ1ZcuXcLExISk7aYwMlKdKNbtdqOjowNdXV24++678cgjj6Cpqclx/oHp9VtKmE0Elc1mcejQIVy4cAEDAwMAgKeffhr33nuvY9JxZ4M24eut9i6XyxHozEna3t6OxsZG+P1+3HLLLTh58iQOHTok/ZLJZJDNZhGLxbB161bccsst2L17tyRK9Pl8yOfzjrZpRcr2sw/J+WjCfcuWLVI37ok1ZUd75OlxN7eTaf6unuWg+2MphGVyvvqzeuagWertyzTR1rtBUPX6kosqj8jz+/2OLU6UN9bjplFoAPYBGLRtewYALMv6HoC78As4aJh8hUZl+iBTc0UHnAfTspidpzO08juusHyOfqceQM0DmaZAKpXCzMyMJOtjfn8t2LqOuq2M3+F7ODlYv127dmHTpk343ve+h0OHDmF6ehrZbFYmDj2NJLEjkQg2b96MT3ziE+jo6EBra6uYs3qFrhdXV6+YMUmvvfYazp49i/HxcQQCAdxzzz1yjVZO5FVobpiOGhbN7+hFi6EtHo8He/bswW233YZAICB7M3lICk1aLhR0EtAZpL2JbI956pXm/KjsuMmbffz888/jqaeecsgGF596vKr+rc+15Odst7mw1FP8uv5MFcRnmdxgPYWhzeB6pqVpgpr31qsPx4rJEbLZrKT4NmXBLD8vGrxReT8KbRjAHZZlBVEzOR8EcAxADst40DAPVNCpnClw/B9YjBrXEN8UEpM3qbc68W/9DtMEMHkk87lEDbzW7/ejr6/PoUC1aauVMAefE5+KkzFEoVAITU1N+MM//EP82q/9Gs6dO4eJiQmMjIwgmUzKCtnS0oLOzk6sXbsW27ZtQ29vL/x+vwRYsh71PE712q3bz36dm5vD4OAgJicn4XK50N7eLlyTbheFXXuX66ETExXXi1vTeyXJDRIVA4txWSbaMCcwx48LJftDox0uiMw5Zm4r0hOZhZktdJ2JlushI81F6n64EdKq15Z66Gop1FfP7DavXUrJLPW5x+MRBxjjzgAgFoshGo1KH+v+o+zdiCr6ecv74dCOWJb1/wB4C7WDg0+gZiaG8Qs4aFhPPBPq61OhzBWEwlHPY2S0x4EWdNDfUianfgefXalUkE6nxSHgdrsRjUaxadMmLCwsOEh4/V4WktBEaozy5vPJQ3i9XqxduxZr1qwR5MPVmqYbeR0Gnuq6a85NI0fN75jCy2uIAAcHB2HbtZi7LVu24FOf+hQefvhhx84Mbbbp51OZmeYKFQAXBtMTrbdKmWiR48Z+57hwIWEwrL6PddXPYXgIvZt6jFkPxrHpxchUbvp6/Qyt7NgH9SyKemUphWLGDr4b07Pe83Rf1ys3WuhoTRQKBSSTSeTzeVFsWs7fKebt/ZT3e9Dw/w7gfzc+XsAyHjT89n1LfqcFUa+q/Mwc6Hqr0VImpPneevFoWjipaOPxuJgeVC6xWMyRSVV7AvVAm+3Wrn2NbDSaIIHNaHoADo8nJ60ORTH7luYUlaC+zkQlfH5jYyO6urpg2zba29vx4IMPOvqh3iJQj3cx+7TepDLHTI9lPbOMfaRDRfSCxf91LjAtQ3rMiQJ1AG2pVMLs7KykNdf1vREqNN+lx14rtXpyeqPC+0zUU0+mluo7s7+XUmr1CpUZ4NzPqr/XZvYvqtz0OwUoSMD1MTS6aPNGC6X23gG4Li6I79ACYA6maRJRKXHgKDRUWCdPnhS0ZNs2mpqaJN0Mn0+ilEiCwcMM1dAIh+0lEtWKifyfaSbqyUDUyP7QiID/k6PSWSiWWr2BGjHe2NiIv/iLv0CpVBLuigrCVGwmL2NOdh3iwH5uaGhAtVoVAt4MRzAVvf6OzyE6089kX7tcLiQSCeEddV04FkTVXq9XnCnVahWJREJ4IS0DJpo3CXzKicm9abm6kcmvC+tljpdpvmuu1KyvOa7aeng3Rc8N9iH3wDY3N6OpqUlkSjtS6gU3L0e56RWabduSt8qcDO9UbrTK1Vt96iGSd7pWDz7RgE7x7HLVDvLQws9AYSo0nWOM7zNNNXNFJZLSE0M7Nyhk5oqs0YPuT90OjR7qKXea1g0NDbjlllvgcrlk4zzvM5WZqcBYN00T1FPKuo9N5aj7i+0138XATqBmzutxYJLQpVCMaUbyxO98Pu84AZ4KsB6y1/2v66mVsHYCvZeiZVyjeN13+tp3oyzfSzHlKZ/PS3wkefClTp5frnLTKzQAgm64AphnPWreC7g+vAC4PrLaLPUUAD/n/fzcRIl60jP/PSe3213LrBoMBpHL5Rz8jcvlQjAYhMdTO+2b6IYCSY+rTh+k36kLV9Z6PAV5Gv5PZcStPJZlIZ/P1223/ox9zvYz3o3K1ewPrSh1mzX6NFPXMAODNre12W2On8lPaRlgXjUAMrlKpRKSySQikQg2btxYFyXo9lJBmnsO2fZYLLYk0iCa1tQC21kvgJvv06btu1E+71URLvWspUz4G10D1BQ+nSzcRUFHVL25+YsoN71C40qqlZcpxHrCmoWfcZLUQ2zaBNRxQ/VWMz3R6nE98/PzyOVyji1BkUhEBJVubJqaenO3Vkb6nVTGvFenfDHRhL5HhypQkdKkNbkjfbq2SV6bJjeVBANW+R0zKLBolKpRp9vtlkNOQqEQYrGYmE6MWdMhG7ouum+0Q4PfaSWuFzAeuMIQF5/Ph3A4LFk16skEx1AnRNR1SKVS6O7uvs6k1jKjlRk/pzxrpKaVZ73sGnz2UgirnjXCvjcdNCbqrofATSVtWgxm4bsZadDY2CgxkGxTPdpguctNr9Cq1VpefL2XzkRkRA0mvCbHUKlUHCaCHhDuMTO3r9D9z0KFoScsN2PzO1N4gMWzB5kWXJ8YDkAguDlhtWmpOTpOAv183W5tcjLkgPseme+Lk6dQKMjk4o4Bt9uN06dP48CBA/j4xz+O3t5e6TP2PU/dohI6ceIErl27ho6ODqxfv16yx+rdD7pt8/PzePHFF/Haa68hGAziy1/+Mnbu3ClcFvuIfaK3sOm2EQGFw2ExZ3K5HPL5PEqlEq5evYojR45gfHxcMp9wN4Hb7capU6ewa9cubN++HV1dXdJG1lU7SAqFwnXmLHnJG1EaeixNa8EcN41qTZRrmpV67C3LcqB7/X7Te8rnUTb0uPA+7ZjQhQuF2S4tHwDk8GJaGfTaLywsoFAoyPF65lxZjnLTKzSabKFQCLlcTlAOt6mY2TCIZNhhHFDzrAC92uhJV8/1rpEYzS29YpmDaxbzXbyfUew8M0EfhsKsEOb9VOr1SHad155t5/OosHmtNrHZLoaJvPHGGzh8+DDcbjd++7d/W8aBq2+5XJagybNnz+K///f/jv7+fqxcuRJPPfUUduzYgb6+PsfpWRybXC6Ho0eP4tChQzh79iyamppw7NgxrF+/HgCuQ2caVev+t6zaCU9EPDpw8+TJkzh8+DAGBgYwODiITCYjVABTDTU0NGBwcBAnTpzAPffcg8cffxy9vb3XKQSzv/WYcNcHSz2UZ44R/9cKSyt8InB9j1buJprSpZ7cUg5Mk7eeWclnsp9Nx4FWQksV267tsW5ra0OxWJQ8dT6f77q8f+a7l6Pc9AqNE1V7wLSnDnByO9zbZ7qtTdjP7+oNJFfmekKkFZMWmKW2cLhcLoTDYVEWGgXSW3by5ElcuXIFk5OTmJmZESFubW3Fpk2bsGLFCmzatKnuiqqVK/cg8oftoKeuXjuoECzLcpxsPT4+LokR165d6+i3fD6PYrGIQqGAV199FRcuXJAU2dPT03jggQfwB3/wB9IvCwsLslvi+9//Pn7wgx9gYGAAlmWhu7sb3d3dsiXGthdz3pmIhP3u9XplkszNzQkKGBgYwP79+3Ho0CEMDAwILwgAbW1tYnJz72wqlZJ4qWvXruHRRx/F1q1b5dhEc0KbDox6f9+oaEWm79Emp9lerYj0OzTP9l6KiQTNOr6X5+m5pI/5oynKxcrcy7mc5uevhELTk1ajC1MwdGgGTU2ueDqSWSMywmvT9DMjvrUC016pdyNYhNxMk2xZtc32yWQSzz77LN544w2MjIxgZmYGoVDIgchee+01dHZ2Ytu2bdi9ezfuvfdeR3YQHmXHv/VKalm1QFSmEarXt/TMsj0A0N5eyycwMDCAH/7wh/jiF7+IhoYGpNNpedfKlSvx4osv4uDBg4jH44KaR0dH8eKLLyKRSODRRx/Fli1bxAv67W9/G1//+tdx8uRJFAoFrFy5Ep/85Cexd+9eyeMGLJ4zoMefhQtOMBh0BCp/5zvfwfe//31cvXoVqVRKFqeWlhZ0d3dj48aN8Pl8OH/+vGyUHhwcxOzsLKanp+XMzaeeegp33XWXBDTzHEvKibmYaPRZb1uQliGN+pbiqCgvpkmmN8DrZ9Z7n1nqoap6i7VpBr9TuRFq1PwguVadAIB8q7mX+f2Wm16huVyLQaP6PEWN1rSAcJsKVwm9F4/XmhkOaPoBTgWqyXGT4F6KVDULB9jv98vhHqVSCUePHsVzzz2H48ePY3p62rFJnCsYHQzxeBxDQ0M4ceIEzp07h49+9KNCujL6nWYqBYhKXRdtOrNwZwLRo8vlwp49e3Ds2DEcO3YML730EsLhMJ555hnh4U6ePImhoSHs378fFy5cQGtrK/bs2YN8Pi9JKF955RWcOHFClOPc3BxyuRwSiQTm5+fR3t6Ohx9+GI8//ricoK3NL44zAEfdOBY0o8nH7d+/H4ODg8hms+jp6UFfXx98Ph+am5sxPz8vvE0sFpOsIC5XbRN1MplEIpHA5cuX8eKLL2Lbtm3izOE2NO7G0Iun7scbKQKTl9Le9KViw3ifqSBMz+i7QTf1lK1WqPXi0vRz3ytqo2KmrGouUMvivymFRlTEFZMcDuEqSX094JqH8Hg8kpGVzzMnjh4wvTLqVZlkplY8OgJ9qVKtViUlNOvz5ptv4lvf+haOHj2KTCaDxsZGtLW1obOzU64jIorH45idncXc3ByGh4eRSCQwPj6Oxx57DNu2bZP05Lq+ut/IH/K5ehtQJBIRwc7n87JqdnZ24qGHHsLIyAiuXLmC7373uzhw4AC6urrk/MuxsTHE43H09fXhtttuw+///u9jcnISzz77LC5evIiJiQmMjo5ibGxM+pWexZ6eHnzsYx/D7/zO76CxsdHhPNAIWJ8MxHoT4Xo8HiSTSXz729/GgQMHMDg4iHK5jK6uLjQ3N6OjowMrVqzA+Pg4qtUqZmdnHYggk8kgEomIl7NYLCKZTOLatWv41re+hT//8z8XRUAzOJVKyWcejwe33nprXYdQPVO5HgFODyo98EuR5JQvMxjVfM+NZNCsD+eK/t78bfKDJhKrx8PpeUXETQqB4VeWtZg0gKn1l6vc9AoNcHJkLKYpaMaYURHpa3iPuYdQ/+ZA6ZQyGvGZ/JuegGa9SCYzVMDj8eDEiRP45je/iTfffFNOJmpra8OKFSsQCoUkxxfTP69fv15ym128eBHxeBwvvfQS0uk0/H4/Nm/eDNu2JcGhFg7WLRgMyuZttpVBpqwjTXSSunfddReGhoZQLBaRSCQwPT2NM2fOCKlu2zbWr1+PO++8E/fccw+CwSBuvfVWbNu2Da+++iqOHz+OoaEhpFIp4a08Hg9Wr16Nffv24cMf/jDC4TAymYyjj/V46wmnJzzH4dSpUzh27BiGh4exsLCAnp4edHV1wefzIZvNIpFIIBAIIJ/PCzfIyVUsFgXJxmIx5PN5zM3NYWZmRk7q4kLgcrkknTeRDk8h17KjTcKlkIf5ud7LaSIv3WZtHdR75o0Kn00lps14U8GaTgSzzpoOqVf4bM0LmpQG3/uL2Ab1K6HQ9KqkvXEkiHWHkVPjJOFnvM98rhmvxIHX7mmXazHTKfkMfmcOLFNisx7MusGDOl577TUcP35cTKN169ahoaFBruOp3VQypVIJoVAIq1atQrFYxNTUFGZnZ3Hs2DG0t7ejtbUVq1atcgisSSYzg6521ft8PjHFtBtf70D4whe+gNbWVly+fFlI9mq1isbGRmzZsgV79uzBrbfeKgc/kx95+OGHcccdd8gm5UQiAbfbjU2bNqGxsVEmTDKZFGcElSmzudKbbToItBl6/PhxnDhxAuVyGb29vWhubnbE9w0MDGDlypVobGwURL+wsIB0Oi3oHqjxpX19fXJa1tjYGPbv34+HH35YzFTey8L00lpOKJ9aEbGYKEQrce2111yaDu8xFY+JnkxOjoVjayrMGylBjSh1MUNwzGIuphoJRiIR+P1+zM3NifkPYNkPHL7pFRrNPa6STLutvWH5fN6xomtlxwHVqbs1P+bz+YS/0QNpCgj3ZupB0gQ868qj4zjwhUIBMzMzmJ2dxfnz53Hx4kVkMhl0dnbi3nvvRbValVOXGNfEya1PUZqfnxfzKJfLIZfL4cCBA1hYWMDTTz+Nbdu2ieJmW6kUiZD0ys+/2S4W3YeWZeHLX/4yzpw5g7feegs+nw/BYBAdHR1obm52HC+od09UKhVEo1GEQiG0trbK+HCbkTkhNdnOMdMmvQ5jYP2uXbuGY8eOybu4MZ8xUFx4rl27JmEs+l1+vx+tra2yR5Mntv/Lv/wLxsfH8eabb+Lpp5+WWD0iOsoAM5hoXsvkh7RzRhfNxenEl5pK0VmLl5oXP0+pd735man42FaN5rhw1fOQ6udQhunA4iJDzzPP2GUK9eUqN71C03CccUdEUFzZTDJdn9pETxWwuNdSTz4qRQ3nTZOgWq06zA+Tc9PFtm10d3fLVifbtjE1NYWhoSE8//zzuHbtGhYWFhAMBvHII4/gn//5n0VpRSIRJJNJQVOczGwXhaitrQ3lchkzMzM4ffo0br31VqxevVoQFsNctFIwS72tPLoQdQ0ODiIajWLfvn3XKQWiUPaT7gNTSfE+zQNx5wMXH5qSehy0wuUEAYAXXngBQ0NDCAQCaG9vdxwyrPeUUplppOLxeCSM47bbbkM6nUYwGMTatWtx9OhRQaKWZWHdunUoFos4cuSIAyWaQdWmDBDp1kNsVOg0u7SpbfJU2jz8ZZR6PKBp9nI7E683+Wlt2mqPLYOxeeRgIpFwpLVajvIrodDC4TCA680OKhuTPyNasyzLsfm4nrvcfJcJ5TnBtFJcCm5T8a5atQqNjY2YmZkBUMtgG4/HkUqlMDg4CLfbjXA4jGvXron5s3nzZljWYg4wl6sWhJrJZBwhJeS/mpubkc/nMTY2hh/+8Ie47bbbRNGZWSt03+kJowVwqf5goWLQ6EejVXOHAov2CnKBYa42ToZ6DhoqL52ShhM+lUrh0qVLKBQKaGpqEmXG59PDq0NzWH9yXxMTEwgGg7hw4QIymQwmJyfR29uLxsZGZDIZJBIJFAoFhMNh2LaNEydOOHYRMLxGK0sidI6T5gC50LANpuLWY6B5Kr1w8Dn1kNRyFF1fberq+pr14pgvxUnze73I0bGkQchylZteoZFXooLSJKNe/XTgquY1GINVj4tgqfe9aeLUM5X0vZzUfr8fq1evRnNzs3gNx8fHMTY2JiYgJ/GBAweQz+fFNOrr68O6deswNjaGdDotqOvMmTMSPOr3++Hz+dDZ2YlQKITLly/jxIkT+Lu/+zv85V/+5XWOC/Yb+0orCN1Oc38q/+d99C7q4FKNJM3JbaIOvXLrftb9qZUkt2FpLyKV3MzMDObm5iQBIzeIM6yHjguOCzm2pqYm8RRXKhXMzc3h9OnTAIBwOIx0Oi3et2QyKZOuVCrJSexsE9/J9rG+Gvlqhcw2m3FkJuHO+7RscxHQm7yXW5npOvLZ9ZAnqRBTSWnFx78pB4VCQeIl6RzjdaR7lqu8o0KzLOv/BvBrAKZt29769mfN+DkPE7Ysaw+A/wEgAOCHAP7YfhctoRCbE5PaXTsBNIdj2vbaYVDP9jf3G2r0wc/1s3T9NCHsdteyuTY1NcHn8wkhPzk5iWg0Kg6GVColq9Mtt9wiA8+zPFtaWjAwMIC2tjbZHsXN3BS0pqYmcShcunQJY2NjWLly5Q0TOZoOA7OPzKIFU5vl7Efd78D1MU9a8HktOT1zgTDv0+PGOjBmjvxiJBLBpk2bkEgkkMlkrrufnuOxsTFMTU05wj70uAYCAXHMaC5vfn4e586dw8jIiNzb3t6Ozs5ORwyZVkz1ODWTX6tX6o0X7/lFKTBdtDKrV9d6HDPnpOmR1vQAnQmcf7R2dJr55Srv5kn/A8Ajxmd/idphwrcAeOXt/2E5DxN+BMBXLcuiPfH/Qe1oulve/jGfWbdo4eMgm9sqzB+dvULzXnye2YGmGaYVXz0T0zSr+Bk/57H3fM/CwgIGBgYQCoWEBGVGWb/fj/b2drS0tGBmZkZQHRPjDQ8PSzLFVatWyaRuaGiQFEButxvJZBIDAwMOp4meFAyboPeQbWVd+FubFkRgVCDa5Nfmhkl8MxJcp3kyFwGGUOgfoj/WlxOBcVqsE7Co/LxeL7q6uhxnoNJ7yX4IBAISpBwOh9HU1CT19Hq96OjowM6dO9HZ2Snt5ftzuRwmJiYkxAOoeUXphOGPGX+l49fS6TRmZmaQTCaRyWRk7y5/2G7d31oZcJHQfc7vlqtomobvMH/0+JoKmkqc/cHQI1oFRHaVSu2gZvbnL32ngG3bP7Msa5Xx8a/j5zhM2LKsIQBR27YPAYBlWf8I4BMAfvQu3n9dAKtGYgxOJH/Bz/VvFna6qYz0YFJwNCrUq6xGbnpAzWu6u7slGWC5XMalS5cQDofR2dmJRCKBdDotgbpHjhxBpVJBKBRCJBJBIpFwpPlpb2+Xw4T7+vrksF0AiEajyGQySCaT6O/vx8c//nHH7gHTnNGTQaM4/VsLrxZS/s/n6i1B+n490erFTpkmTb2x5XPcbrdj075WHpw0k5OTwmvp8Bp6h8mh0XvY29uLZDKJUCiExsZG2dNJRQMAkUgEQE050TPN+8PhMNatWycTV3NKzDJiWZZs4teHG/MZ5PjqURkmKq2Htk1UbPat+flSZSnz0oxXMxE920jlxrZRGTODMecnzeZCoSALqo7rW67yXlW84zBhAPow4RF1HQ8T7nn7b/PzusWyrN+3LOuYZVnHksmk5OjSK/Tb75a/b+Qt0jBaQ2Ydq6bNIqJCPpPCWM8kMOvD1ejRRx/FXXfdJWmkSfD39fWhoaEBs7Ozcho80cmaNWswNjaGQqGAoaEhiXXK5XK4du2aZP/kM10uFwKBgDxjaGgI09PTjhTTnMxsM/tHu9WJDMwfLdCm4tLcmBZ2PYmIzjTaYj/xnfXGTPMxplkHAH19fWhtbYXL5cLc3BxGR0cF1bE/dOofjXiy2SwGBwclYDiVSomHdXZ2Vibirl275GzJ48ePO85TJVrmuPGQY6IxBkLPzs4KCtGySHTOPGv1zDRTQZB/06hOKzy9UGv6RKM/80crM21hmAsaF3nNAVKG2A6Gn3AOkSej15mgRD+b2VuWE6Etd1LvejWzb/B53WLb9t/btn2rbdu36pzkWvGYE0IPiPnDSWGuOPp33cZY9d3ouiy1CsZiMezcuVO2JeVyOUxPT2PLli3itS0UCsK7hUIhB4/D8zwpvDTfpqamMD8/j7a2NgQCAVG8rJ+Z0gZYVOiM0dKTUCMureh0m82ylJeXv3WfUaGZJ9LronlNuvXpANFCTwXtdrtxyy23wOfzIZ1O4+rVqwgGg6hWa2e48p1ESTrVFHcEMIUQ+cnz589jeHgYhUIBbW1t2LBhA1pbWxGJRBCPx0WWKpVaFhQGJjPhgKksmLvODETlMzQZbvaX7mdTBtkPXDz1O/UiW89UrCfrul5aser5QySlPdz8nzGP7AeiZv7PrCzcacEfJhZY7t0C71WhTVm1Q4RhvbvDhEff/tv8/F0VTkRNImqFtJQyAyDw3lwN3mnS8vN6E5DvXUoZ8j1r1qxBR0eHhI5MTU1hZGQE9913HxoaGlAoFDA3N4dIJIItW7bI6d4AxKFAFNDa2iobvXmu5rp167B7927ht2gGMI7KFFA+S3ve+L1WPPSkah5MX29yl7o/NKdCBckxoELSSk/HM1EB6Iyu5niTo9y+fTu6u7tRqVQwOzsrG/+ZR862bWkDUEMtTLJJ2YhEIujp6UEgEJDgZ9u20dHRgZUrV6JcLuO1116T2EDLstDZ2YmtW7cinU5LeEc6nZYf9nuxWHQoZiLHhoYGsQz4v/Yc1+NzOQb6R6MrzfdqLyr7Wc+HG8ktv9do23TemDtrOD5ExfbbvKE+4JmLM+WJYTs6jGW5ynsN29iPn+MwYdu2K5ZlZSzLugPAEQCfBfD/frcv01qcf7NjOQnMAQScGQr0pF2KRwOW3r4BXL/CaTLcNLksy8LatWtx6623IplMYnJyErOzszh+/Djuv/9+rFu3DoODg5iZmUEsFkNnZyfOnDkj70smkzLZS6USCoUCOjs7kUqlkMvlZALpNNiAM0Gl3sZERaaj9VlfzYdpJWSa3NrEvFHRQkrh5Y4MbSbpMdLhCLZdfzuQbueuXbuwdu1axONx2VTe3t6OaDQKv9+P6elpQUn63FZNK3R3d8shuES+sVgMO3bsQFdXF/x+P06ePIlsNisHpPT29mLTpk3IZrOCWIDFRSYSiTiUqanIbXsxlIhOh0KhgImJCRmrarWKhoYGGYNAICBbh8rlsmzB0o4CevpNGdbX1EN8LOY4s4/ITevFhc/nd1SkLpfLsWAAiwfL0JEVCATkrE5uffulKjTLsr6JmgOg1bKsUdTO4fzP+PkPE/4iFsM2foR34RBgMVd0c2JpmG4qJACyMdvMM1XPNDNXSDOiXiMenR2innna2NiIPXv24Pz580in08jlcpicnMTY2Bh27dqFVCqFRCKBkZERHDx4EEBNABh+QOUTiUSQy+UwPj4uyqZUKmFubk5OmPL5fFi1ahWam5sdfBf/ZvuWQp1acXOVNfurXjiMvp8Cr5Uj7+O9etJQyMkr2fZijBOVKc0dzVXyHQ8++CAmJiZw4cIFzM7OorGxES0tLdflf9PjzewWXV1d6OvrcyCahoYGfOhDH8JnPvMZdHV1YWhoCAcOHMD09DSCwSBcLhdWrVqF3t5eR31MmTE/4/OpVBklf+LECZw9exYnTpzA9PS0pA637dqe1r6+PkQiEXR3d2P9+vXo7u5GY2MjOjo6JDibiwEdYzci82/kJDD5UFpDHBsAwhMynkx7wLWMcPsdUAsqn52dhdfrRSAQEPNTK8x6FMZ7Le/Gy/mbS3z1cx0mbNv2MQBbf67aYXHl0KYR/+aKZBLI9SadJrHfTzEVYr2Jo1exW2+9FcePH8fU1BQKhQKy2SwuXLiA1atX4/7778fPfvYzzM/Po7+/H729vYJKtm7dit7eXrz11lsIh8OSEZbwPhwOIx6PCw8XjUbR3d0tAaWabwRqgkakAjhRL7/X7eC9JoJaqn/ZH7yW6IU/3HQOLC4s2nzRnklyaVSsGqHx3aFQCHfddRdGR0eRSCQQj8dx+fJlhMNhBINBBAIBuN1uNDU1wbZtzM7OwrJqAbAMA5mYmIDLVTub07Zt7N27F7/3e7+H3t5eBAIBjI+PY2pqSpCIz+eT2D+zL7ivlX1s7n7Q/Z7P5/HVr34VBw8eRDKZRDablWzDVOKWZWFkZEQWgfb2dkQiEbS0tKCtrQ27du3CXXfdhaamJjHT69Ep2vJgnZZamLR1A8BxVqweHyo427Yl0SawiMYsq3bGAWWZ28SAxXyF7LN/c5vTddFCoZHHu+HDdNH36udqj2e9a/VKZ64sXH11PVwuF6LRKO644w5cunRJOJfR0VGcOnUKf/InfwKfz4cf//jHiMfjmJ+fR3d3t2z+bm1thW3bGB4ehstVO/KOfAy9cnNzc6hWq1i3bh0efPBBMXmAGyMqTh7dNr1YUDFRiZhmvdnPWtlwYmjORy84+hqdXYQTwOVyySThcziZuA+Q1/z6r/86pqamcOjQIUxMTKC/vx+xWAyrVq1COBwWE3J6ehrpdBqWZSGbzSKdTmNwcFASaN5999344he/iDVr1oiJeOTIEaRSKann6tWrsXbtWgdy1WYZcP2e1np99Td/8zc4ePAgZmZmxJxkXzNtFNtOh8PU1BRmZmZw+fJlWJaFV199Fd/4xjfQ29uL3bt3Y+3atVixYgU6OjqkLubYEwWbSM1EmNpSoXzQdKZiNBdNKnwiNp1FmSYpg8I5z4LBoGORXY5y0ys0E5bqrBEmnL4RfNWKiQKri75PX7fUNbqYsTQ6vqparWL16tXYsGEDrly5IoM3MDCAF154Ac888ww6OzvxwgsvYHZ2FpOTkwiFQoLmAoEAUqkUFhYW0NbWhvn5eYTDYczNzYlHr62tDZ/73OdkwzWFzjRBtDBzlaWJYCobrRT5GdtUb9EwJ4Xub40cTFNIX6P5Tc23aUeBThLg9/uxbt06fO5zn8O6devw+uuv44033kAul8PU1BRCoRA6Ozth2zY2btwoJs/dd9+NY8eOief5zjvvlMNgaErNzs7i4sWLgopdLhe6u7uxY8cOZDIZhMNhR0ZgE/GafWDbNafN2bNncfLkSUlnPj8/j1tvvVWy4zJWK5vNYmxsDOVyGbOzswAWqZNSqYRMJoN8Po/x8XGcPn0aK1aswJo1a7BmzRrcdttt6OvrE5TL+rNPibx0OIaeTxwXzcsxKJbt0Z5N/Z02f91ut3g02Vds43IH1LLc9ApNl3r8hEkWL1U0Ef5O19X7+70UCkpzczOeeeYZDA0NIR6Pw+12SwaHD3/4w3jyySfR2tqK559/HgMDAzhz5gxGRkawa9curFixAj09PZiensbU1BTS6TRisRiOHDkCl8uFvr4+3HXXXfjkJz8p5hHgDHDVCIf1ouDpXRj6b5Ng1gpxKSJXf2cqtKUoAU0w1+P36CDgfZpPI0l+yy23oLW1FXv37kVfXx9Onz6NK1euoFQq4dSpUzh//rzkfdu6dStuv/123HPPPUgmk7jjjjvQ3d2NRCIhgbWVSgU/+MEPJKCW71q1apUoSCoAmlA6tZDJRwKLDprDhw+LA6FUKuG2227Dn//5n2Pbtm0AIMkK6PRJpVI4ffo0+vv7JYPx3NwcstksqtXa6eT5fB7JZBKnT59GY2MjfvSjH2HNmjXYsGED7rrrLkQiEUemGvafyQ+zvnqx0YqHSJ0LDFDLQssdL8BisDPH0+/3iwnNBYvPWO6gWuBXQKFxomnUZCKxd3NQCVekpQoRzXIXvdXorrvuwuDgIJLJJIrFIkZHR/Hcc8+hsbERd955J/bt24ef/OQnOHjwIIaHh/HGG2/g1KlT6OvrQzQalZQ+b731FhobG7F371584hOfwJo1azA6OuowmSmY2nzQuyC0o0ALmSZrgevNFr2iL/U5EUG9nQBmXJaO4Kcy0HXWEelm4aQjtxWNRvHlL38Zo6Oj+NnPfobh4WHE43FYloVQKITe3l589KMfRUdHh9StVCphbGxMSGsiolOnTonZ6/F4sHPnTnzkIx+ReDctK5VKRUwyvUVMK3YqkkKhIGml/H4/7r33XqxYsULyroXDYVhWLQV7LBZDT08PtmzZgnK5jImJCTlrlFlCGOpDRcyzGyYnJ+U4v1WrVmHbtm1oaWlBZ2cnwuGwyJJepLQyo8IhymO72B6OmcfjQTqdlg3o2jpgEDiDakulkig+8qTmuRfvt9z0Cu1GHNDP8zmf9X6dAj9P0eaZ3+/HPffcg4sXL+Lw4cOYnp5GoVDA5cuXcf78eezYsQOxWAy/9Vu/hV/7tV/DyZMn5ZBc7uW8/fbb4XK5MDY2htWrV2Pz5s0IhULXBR4D1+/FM5U1J1s9s1qbIBrVaTOl3rhw0tJDRpOFJi2VpemV5opPYddoTpszZl3YDv6mKdPT04NPf/rTaGlpkVCYtra267bG6cmZz+fh9XoRCoUwMjKCqakpSUbY0dGBW2+9FRs2bEBDQ4OD3zPbz7os5fmkp1AH+1Jh0ANKxw45NDoFmpubsX79ejz00EO4dOkS+vv7ceLECQwNDWF2dla22VWrVdnONT4+jvPnz+P1119HZ2cnent78fjjj6O5uRmhUEjAgOlo04sW682QEW5HYxiUzjTCPqGC5RY9kzZa7rRBLDe9QjOJ63rowOQA6pVfhL3+TsV0GrS3t2PTpk24cuUKkskkSqUSLl68iGeffRbbt29HT08PJiYmJIPq7bffjmKxKCYK4DRhmHnCVGT1IsUpUPW4Lq3cuDLX4ympqOopSO0U0PUEIEGm2oytR6hr7oUOAJ2eXNeVzzFN1nK5LEphfn4eq1evlrrpxJe6XdVqVbY8TU5O4jvf+Q6uXLkiiqujowP79u1DKBSSelM5a65Rt5l9BSwubJz8bDe90+Y2LY6t5umq1aooPY/Hg02bNmHHjh14/PHHMTExgYMHD2JwcBAXLlzA9PQ0JicnhYCn+To5OYnLly/jwoUL6Ovrw65du7Bhwwbxruscb+zbXC7nCN71+XwIhUISh+dy1baCaSTHrV3cicFTvbSFoJ0Jy1lueoWmy1IKy5zs9covE5kt9X6v14uPf/zjGBsbw/T0tHiwRkZGcODAAfT11TZZaDKf92pynis7sGjCmeS9vkcrEP6v76WyoyeV12l0VM8c1EUrGT2RNa/G8dPeNr11i2jJ5DF5Hc09hgRQKegcbzSTeK/ufzNAW5vlLpcLHR0d+NrXviZxg+zrW2+9FevXr5cDjs1YL92/Go3x+ToGL5vNysLBlOZcmGh+c9y4JU4vUuwjfuZyudDV1YWnn34aLpcLQ0NDeOmll3DmzBkMDw9jZmZGOK1yuYxEIoFkMomxsTFcuHABa9euRW9vL7Zt24a9e/c6Fg3TrKZSzmQy4mBgElMNOui40btAOD4MAWG/mwvB+y03vULTk+edeLBftkn58xTWLRAI4NOf/jROnz4tEf+JRALPP/88uru78cgjjyCXyyEWiwGArHxMXggsChdNE05WE7FQ4Pk/ixn7w2fQXKSrnUGtOgzA5ND0xDXbq01aTmIKPADHeaha+LnZmUiF22Zowur9meSQqHzYJ2bICRUO25LNZh3fNzU14fz583jzzTcxMlLLrxAMBrFx40Z84hOfQDgcvi7AVysaHY5gmvmmIqUzwXSE6L7RZjaRj1YaGimzr0ulEnp7e/HFL35Rshn/+Mc/FuqCW7uq1aocCDMxMYGWlhacOHECr732Gvbu3Ys77rhDQkm4mBBd6rEBFlM1aWVLE5UKsFQqCdqmctUyupzc9U2v0IDF9M83Kpp0/kWQ+8tRqAwaGxvx4IMPIpfLIZvNolKpYGhoCN/+9rdx7733IhAIXLcpmys7hVkjAZ3BV6Mwvs/sDyIbXqfrxjxVRFL8m4pVT0IT8WkkVs+soznIOKtUKnWdd5Doilt+9PYnEuf6EBjeCzgRGgOJqURZT5N/YyhIsVjEhQsXkEgkxNRsbGzEY489JqS8Nu81stCmu66P5gqpcDiu9AxWKhXHJGdfaQLethczBvN7LhD6vZp7a2hoQE9PD774xS/i4YcfxqlTp3D8+HFcuXIFo6OjckhzqVTCxMSE7Fi5ePEifvKTn2D37t248847ZcsV20KTWXOirKPOrEHUyT4iwp6ZmRGZ5e9/UwqNEwv4/7X35sFxnXXa6HO6W1t3S2ot1mJZtmzH+xLbcTbHcRYnIQskQEiGhAEGQjH3wsflFsx8A0VN8RUzU8N3qblTRVGzcIvtGz4SSJgQGEISZyGOgxPb8R5btrxI1r52q7vVrbXP/aP1vP2c120ncRSiBL1VKkmnT5/zLr/3tzy/5b044K/elUtpfywmSGJ84IEH4LouHn74YXR1dSGVSuHgwYP4+7//e3zhC19ATU0NwuEwJicnTSlo1YZUE7C1Vt1o+l5N+uZ9ZJI+n++80jRKuFrni4xBNUSbgdnasvZVnQU8l5PFKnl0HzUxegZV+gPZeDHGN3Fj2+/gOO2TrbSCCZnfSy+9hMcee8xoZyUlJVi+fDkeeughw1i5QSkkOEf2OC/kEABywnliYsIUntQcTn0mAXU2rp3ihRrQa2tJDCeprq7G9ddfjyuvvBKxWAynT582ntKuri5P+aNEIoHu7m6cO3cOu3btwooVK7Bt2zZEIhEjiDTHV9ebgoZ0ws8pMGKxGFKplMHT3u6ezddmPUPTppuM/7PNVlPTbqox3H333Th+/DgymWwljqmpKbzwwgsoLCzE5z//eYNnKZEqsavmQdNJzRZuCA1MpbnJZwI5QaEeL+2rnqJExmgzL242ZZaaIkPCJUFrtDhNMGpn6iHT96uLnxvbcRyP2cM+03xW/EiZMd8/OjqKtrY2PPXUU+jq6kI8HgeQLf901VVXob6+3pzlqWZxPjP7jWiQjFvnR+fIdnhxPKoJUxPStVOTlNfJ6JgkT5N5/vz5WLlyJW6++WYcPXoUzz//PI4ePYrW1lZjimYyGXR1daG7uxutra3Yt28fVq9ejY0bN+Lyyy9HVVWVWRsVhHQScA2Y2kR6raio8CglDF/5k8PQqL6yqdlwqS1fCAD/18/12kw0ldiRSAS33XYbAoHsiepU/U+fPm3METIquwy5SmMFWdXcU7BdAXgbd+Mcq4bA5+k77YwCfl89c3wHgyn5fTWBqYExapzznU/jJCPjZ0z74ia2D+ygdsnn6DV1AAC5syF/97vf4fDhw4hGo4ZhrF+/Hh/84AeNh1kBfl0D7We+jclrHFN5eblhatSMuFbULMmwVHjrO9Qxw7Wi9qjzrMC+/ub7L7/8clx++eXo7OzE7t278corr+DMmTOIx+Nm3PSQtra2Yu/evViwYAE2btzoKVkOwEOf7COFCMfF6jA087VE+0y1Wc/QgBxTA7wb2k62vRjjsTEOWzLYjMz2ZM1UU5PB7/fjtttuw6JFi9DT04P+/n4PVsPF5gbWckIKJLP/rHCgDI1SlPdo7BWZCjUkmnYKRutGmZqa8pxsTonMZyumpXgfQzD4Pb2XY+OmpCeMn2v12ampbGlnn89n+sHx2E4FO2BT55PhBH19ffj+97+PXbt2oasrV57vhhtuwL//+7+bmnQs0aRzCuSYlAoWWwjwb6U/7avNiPRzzi/NOT5LhZZ+H8g5INT0pnbONSfT5vpWV1fjQx/6EDZv3oxjx45h7969eP31181JV1zL3t5e9Pb2oq2tDXv27DHBxizBNDk56al0wn1JDZvMWysI23P1dtt7hqFdDNjOZ4Lma7aJplJLGQPf+Wae+VZbvufV1tYacFSdG2rSXGzRdROpyQecX+dNNx+LDaqpAngZIpmPmpdaUlsxn3xeQH2eblreTyLXSHsdNz1qaibbjIDjJvO3Q0hUC+DmTKfT+PGPf4w//OEP6O7uNtrnokWLcMUVV5iyRjZgf7G1sCEQW8vlAS2KPRLfU4YH4DxNUGmDc6rzm4+2eY1zVVRUZAQEhZkC+MuWLcPKlStxzz334A9/+INhbG1tbRgYGDDPZzHMvr4+HDp0CKtWrcLmzZtRX19v4up4PCMhAe0D+8gg3XxZIJfa3hMMjUStG4KSXonGjp3J12bCXJ2JppK0paXFJPrqxlTV3Y7X0bEy5YTMIF8pGRIW79EodTVb+R1qU/wO01bIPGxcCsgFxqrJpFqHhlJkMhkTtOk4DkpKSlBSUmLeT1MFgIlop4mmnk9dbzJZfT+v63vT6TQ6Ojpw+PBh9Pb2mnsaGxtx880346abbsLo6KhxTOgcsqkZe7FmM7+GhgajPbqui46ODoyNjSESiRiNjNoUaZUmGucRyBWUtCEJ7Y/CB4wxtFPPfD6fJw2KlsO2bdtw9dVXo6+vD8888wxeffVVdHR0oK+vDwUFBRgZGUF7e7vxjB45cgQrVqzAwoULsXHjRoTDYeMdVYasYRocZ76c0kttl3ou53cAfAjAOIDTAD7jum5s+rMZPZdTm0pe182B32p65mNqNFkUtNaF1/i2fMzuYozyzTDRfI0aJhdb48yIn9EEVMag2g6brf3ouKllhMNh4zqPx+Pw+XwmQJU5dzYj4DOIjdmMhuPn/Xp8nDJsNUF5jfOmwaSat6nMTyU9kAtP4Dzymaqhstnv9/uzZ3nOmzcPjY2N6OzsRH9/PwoLC7Fo0SL89V//NUZGRgwD5XczmYxhIjazUQ1DnRX2+oyOjqK0tNQwn0wmg+7ubo/JTJBd11xxKVsz03ECuT3AmLxgMGjmhX0n41Qt3oYmgKzSUFdXhz/7sz/DzTffjN27d+P48eMmUX5kZASxWAzJZBKHDh3C6dOnzXmy27dvR0NDg3k+kBN4NJ81d3im2pvR0H4M4HsA/pdc2wHg667rTjqO8z8BfB3A3zjecznnA3jWcZzlbrZqLc/lfAVZhnY73kTVWsU9NPKd13UD2KaTEpqmWFCy6/dsycVmMyybBxOXuBSmxoXkuY98PjWuC93P39RobK9bJpMxZwOMj4+jpKTEEDn7C8DjYudGqKysNDl73EAaU6RJyvyf66C4JptqdUxHAmDWk57YfGYSn8mjzyh4lIkoXsPfyvQVXOdYqDl86UtfQiAQwNNPP41MJoOhoSH09PSgvLzcnAZFnIl9s/EuzgPnyF4L9RyPjY1h0aJFqKur8xT8dF0XiUTCHJ3HcRGXsmO6dJ51jMrsfD4fQqGQx3NMAWbTCufTZnKk66KiItTX1+O+++7DyZMncfToUezevRsdHR3mjE3HcYzmG41G0dzcjLvvvhvXXHONqbjB4Fpq5jZdz0S7pHM5Xdd9Rv59BcDHpv++BzN8LieJXj2dGhVvg/3A+VqWbrILMZ58Wh3bxTA6fedbZWqTk5NYtGgR2traTJkax3FMPJYSso2FKX5l94V/czORmVAb4iYgc2JmAE1MAB7GpQxEzwa4kGaoWo1G+PMz13VNbBcZogojaiNqFlMI6eZVbZtYnJ0Fof1TjaegoAArVqzA+vXr8fLLL5vDTg4ePIgbb7zR4Hm2Rm8zM3Wg6Dv5HZvhOo43mDSTyZi11/MH9JnUqlQr5PzY99saI+dYtXHSjo6NzgNbi9Y1m5ycxPLly7Fs2TLccsst2LlzJ/bt24fXX38dXV1dpl7byMgIzp49i1/84hfYuXMnVq5cie3bt6OyshKZTMaE6mjo0Uy1mcDQPgvg59N/NyDL4Nh4/uYE3sK5nNqonbG0L/ElLhTTKUj8lOKU+Iq92SYJn0cV2G72ZFPDsZtqFvb3+T71jqnZ1tvb6zngtqioCBs3bjRmAT2LNEUAbxkgJTo1d6ampkxakMZ4ATCeO5pxCrTzh3OXyWRjkwgok7n4fD7zDD6HmBM3sd/vN1H3GukeCAQ89fM5hzR9KaQ4lnA4jImJCYyMjMBxHE/kump56uFUbUXNNZr3xcXFcF0XixYtQllZmTGdXnnlFVx//fUeE43Ck/FzXCeb8dhNx6Cmse3lpEYdjUaNB1crj9iOKsBrJhKI5xyxUSvjPJPh0yFA7ReASbxnf2ke2vgW1zcYDOLOO+/E9u3b8dxzz+HZZ59FW1sbkskkotEoMpmMqRLc2dmJgwcPYu3atdi0aRPmz59vQndm0iEAvE2G5jjON5A9DOV/81Ke29yLXL/Qcz+PrHmKhoYGky7DwauXTRfelpKcMMVjbI3iYsTo6exFJIn97gvdo9KczOf06dM4efKkeQbP57S1L92cOhaV/LYmx/symYxxrNCU1EDbQCCAkZERTExMmMBKChI6BIAcMdteRJ7qYwsTwgFkBtSMyBgVNwO8CdCO43jSosh47VQZZWxkwswRtddaNStW/F25ciUikQja2tqQTqdx4MABnD171pyMrs0Og9G1yWc2cQ0UCB8bG0NpaSkKCgqQTqcxPj6OkZERz3kSNE/1naRjG/ynBqwCho3FFjnv1AAzmYznVK1wOOyBX2yz2TZxVVgUFRXh1ltvxfXXX4+zZ8/imWeeweuvv46+vj4kk0kkEgnE43H09vbi1KlTOHjwIK6++mps2LABZWVlFxUIl9IumaE5jvNpZJ0F291cj2bkXE7Xdb8P4PsAsGbNGpcgth1cSyahmks+1zkAT51zG9RWzcmO+eI9qqKrucv/36gpIwByXtqWlhZTYtsemzI+joHPYr9oktqBjdovjpkeQgoDjpeN+YUcK4FxzStVrE+zDhTMVlNtcnISRUVFCAaDpv/UqFQ742/VgnTzATChALq2Ktx0UyqjVMxPNXdqlEwzi8ViaGlpwQsvvIDLLrvM3M8fNZsVhriY55xxdRrDV1NTY545OTmJ/v5+bN682aRCab6knb3BdVAt3XWzxQsYBsEx217lfBqY0hdDVC4WwqPjVFy1sLAQq1evxsKFC7F371787ne/Q3Nzs3GmOE42TKO5uRmDg4PYt28f7r77bixevDjvvF1quySG5jjO7QD+BsANruum5KMZP5czEAigqqrKo57agK+aOPwcyOW+aZLyhYhPzZQ38nSqhNL35ZPSqpUps+V1Le9CIHjevHmeZ5OgdYPxGewbpahuYhKnfSSZ1iZTM1XnkQRIRqihHewLtWaNJ7OZqUaD0ylgax/6dz6NSmuIqUOHwbrEB+16bcoY+R5qimR4BQUFqK+vNzgiABw6dMhgfEDOxLfHprRhNzIrmnQ0h8PhsNGIgCwToaeT88Bn0gKx68VRmHAu1KxUGEAFkQpp27PM8eh3bUGfD6+lNsy94/P5UFFRgQ984AO48cYb8fTTT2PHjh04d+4choaGjEDt7u5GX18fJicnsXbt2vNybd9Ou9RzOb8OoAjAjulBvuK67v/hvgPncmYy2bghBjq6rusxJyiFNPhSF5FmkGIY1vjyMiTduIqBXGCOLmh22lgM/5+cnERJSYmpZc/W2NiIxsZGDz6jWJNtVgP5D18mQ1IgXedPTReVyHqvZi3wORo6YZtT7JMC1qoB0umgjMtmwOw/kIu5SqVSRhPj92nGqnBTYaRxYsrY9H3s28KFC01xQwBIJBJobW1FU1OThwa04q0yOFtIah/sawDQ1NRk6JVJ24xBZKiOlk2iULAZE/umQcaK2drhH4qLUnMkndj3ca50fm2LxNbw+H7HycYVfvzjH8dDDz2Ef/7nf8aePXtw7NgxDA0Nmblpbm5Ge3v7BTHsS2mXei7nDy5y/4yeyzk1la2TrtKcdZno0lbXPCWbMhg1T22po+YKr0/310M4b9SUwPNpcPk2cSKRwKlTp4yE8vv9mD9/PsLhsOk324WwMTINWyv1+bJue5ppdrqJbaaR0KnlkFD5PsV2iIFpaIWOOV+OHjeEHmtmm2061/kYtz0PdggC19g22TXlR2mEP1u2bMHjjz+OYDBoDnQ+cuQImpqaPF5FWxOzw3V0cwMwOZPsH+PYGFJDRkGGxvNEeXYoGZrOgdKyOhx4TZmQzgnnSXE6dSipZqtaMKEaNYcp1LRfagpzT1IR+eQnP4m7774bP/vZz7B7926cPn3anFjGclUz1WZ9pkAgEEBlZaXxzqjZxQWkxmGX81WGR9OE31VGqJjLhcw6u+UzL3Vj2RqeLekcx0FPT4/R0KjCRyIRlJWVeTSWfO+ytRH1DFLC0z1O4lGNSj2KNAdpCtqeYHuMapro2Ejc1KLIIKllaqwY55UbTDVSag6EChSstmEBm/GpaaR0wg06NTVlAHJqdU1NTaitrUVHR4cpfLhnzx7ccsstxhuq49d1tpvS6NTUlPm+aosslUQTcWBgAGNjYyaukLTM4+YmJyeRSCTOe7fORz4LJJ9w0O/nE8CcI63My/1CGnHdXHFRRhwwLIRzS3hhYGAAExMTCIVC+Mu//EvccsstePrpp/Hss88iGo0ac3mm2qxnaBMTE2htbTVAKiUcNQ56iXiCs+u6xvPJ79sbgptBsRlqIfmYhG3W5GMwwBtrckroZGgE3ScmJlBeXo758+d7CEnNZz5DGbEN9rKpxqXxe5wPx3FMUCSfSwbH8ev8sDGLQRPkqfGQYRUUFBgtmkJGy8sAucBau+KpvUYaMK2bS9chn2nHOVShwnFrTBfnafny5Thw4ICpAHL27Fl0d3dj0aJFGBsbM5CHDZpfLCCbjcKKaxmJREzmxsTEBKLRKOLxOCorK+Hz+Uzcpd/vN/StsXxKA7bQfDPN1oj0ewoT+Hw+T7URzhfHS3rhnDBomdhmcXExUqmUmYuCggITurFgwQIcOHAAhw8fxtmzZ99Uv99Me/eTGt+g+XzZXDOaOwSo1awAYDQwDeOwn8OWT+vgQupzbXOGQPSlpGuQIGgmjY6O4tChQ+jr64PjZAHcSCSCq666yvTXlqJ238kEbOLmxtPAVZpenIdUKoVYLGYYHMelCcw6jxQU9thVSwNgDsXge8hQVROjBOfJ2YoT2Vok11aT9+054LpomSFdf2WISi8cdyaTMd42apNcJxsvs9uF6CDfdc4pvZ2MZevq6kI0GjVzS3N0bGzMHEbCz2woRNfH/rGbMiZ7bfm3Ogm4Fyi8uMc4LwzYZZ+Zj6s4qG2qMwbu05/+NL7yla/ggQce8Cggb7fNeg0NyOV8cWIIELPqp5Y2Vkaki6cJwZlMxpNyw3fQDAHOl/A2QyTzA/IH1tr/8z30fLmui66uLvOM4uJi1NTUmCJ4fC8JLJPJmFI/LGujJoc2YhNkUryPXkkSnNamoqS1NwtNQB2H62YBdX5fNUmNbaJGRgyUmgr7pScB6Xqpac6sBP7NvlI46ObRddOUHwXDudacD2pkNTU1ZrOOjo4ikUjg5MmTaGpqAnD+ITR8jr1h1fSzA7F5X3V1NWpra9Ha2op0Om0OArYrrjAGkPNLLJTPt50cb7ZdjPFRk2Ujw4/FYqYWHdeAzwoEAiZti55MMkKuK7U5Mq+SkhKsW7cO69atw49+9KM33fc3arOeoU1OTmJgYACJRMIsNk//oTZB04ZSGMgtDAMygfPjnniNjIMbktjbxbCaN8LY3qhlMhkMDg6a+l4FBQXm1Cd6qPJhNzYGQmLnRmZ/CS6rqeP3+zFv3jxTyJAMkngIj8xjAK7OZWlpKUKh0HmbynGyh/iGw2FTwC8WixkmQlyOfSPjpDdPx2lX6dBYMgoRXQOdF10Hx3E8hwTr3KiA0jCIcDiMqqoqdHd3w3VdRKNR7N+/H/fff7/p66WEF2idf2qFkUgEjY2N2LdvHxzHQSwWw/79+7F48WKTt6qClQC7eqY1wj6fFn8hLU0Z1sWYoNI4+59Op43ZSaiA2jXxNToO9NmhUMjjWSd9DwwMwOfLHoM3U23WMzQSst+frZJgEydxHl1knUwyC1WBeY+aMCqBqfKz2aanMhbbs/VmxgNkCWFgYMBgDGVlZWhqakJFRYWH4PRHD/C1mZ32S8eqGkVBQYEpgc1gSFbZGBkZMRs2GAwiGAyaQ0xoHpaWlhqmR9BYGQ+1KTIlAAYoLi4u9jAafqb9V0xL15PP40lYNKUVG7XnWMFyOyBW+wZk469KSkpQX1+Pw4cPA8h6JDs7Oz0Y46U0FUSOkw1ncBzHVKJwnGyQ68GDB3HvvfcagJzChpooG7+vWpQKYJu5s6nVogzwYkIT8FawYaohtV8KKMdxTKaJYqtk5mRgpN9EIuGpJHOpSkG+NusZGpCzw9Xtz4DFYDBoQFTa8zRZ6OUbGxvzSGogvweIzcZfgAtjWPmuX+i57P/Y2Bji8biJP3NdF5FIBPPnzwdw/qG19jyQCPK9M58ZquaJSk8Kg/Hxcc9BLDQLiXEBuUNJRkdHzVmM4XDYzHV/f/95JxORmTE4lGumtd5sh4YKK9XQMpmMYf754grV7Mu3aW1mr7mygUAA5eXlWLt2LQ4ePIienh6MjIxgcHAQhw4d8mQNvNnGtdJ0MdWgKyoqDC2nUinE43Ekk0njfLAZoWrazF9WzVa927r+Nn3aDEvvzWfGUpkgE9WQnEwmG9RLDyyv6Ts0xIPCkAya91+qsMjXZj1Do2k0OTmJ4eFhzwbw+7MHsU5OTiIej5v7CG7zPo2zUrCXWA6lsC3tdWFVs7CbTUA20WhjKZWHH34Yg4OD5npdXR1qa2s9MUN8t71BbZPMxnd046hpQuxOCY+mpd7PYo7hcBjj4+MmVmh0dPQ8pwE3EzULdaqo9OU11ZbszcZ7uano0GAohJqn9kbUqh32plPYwM5H5ZjD4bABvYGsUGEtfQbCkgm/labhKdRkXNfFwoULUV9fbwpMMjSjpqbGM3c6Z+wzBQOvM9zD5/OZYxH1fhXk/F/pTJm+rpXOtVZ/UY8zMz8IATF+jo0nqBO35o9qeW9FULxRm/UMzefL1UJTJgTAgLqcfIKVxcXFCIfDpiwLGZx6R2mKanAp8NaS0t/KPWx8fiwW81wrKyszGg+feTHTQJm09oP3+f1+j+MinyapJroyHDJ8ny9b5ZS4GTcZE+hpyuuhGjYkoCA/36VMVs0gjsnGh/LhQbZ2rOEEk5OTBmclc1OMlNq6/u84Dqqrqz1VQ6g1qUPK7rPtFMjXlKlTaysvLzdm//j4uDlxauHChZ60JFoXdpYC/ybt6vxqWI/N1Oy15j00zW3LxXZ46LhVYPE+pS/SRDweP6/PjuMYB8OfFEPLZLLla4BcdDvjY3iK89jYGMLhsNG0iBVR46KnxmYSatIQkGazcayZGovf7zchEySKoqIiLF68GI2NjYZAlMHaWoHNFPT5F8LQSFwMgbG1JzZqY8R7iF0SHyNGlkgkUF5efl5snmItdApQa+a7bA1C+21rU2RMNImB/LXqbIZta6IKWejnZG4AsHbtWlOKh8ykvb3dMD+OU2PClAlcrPF7FKpjY2PYtGkT+vr6MDAwgP7+fpw6dQpXX301hoeHz4NHVFtT7VbNdqUb+91qquczSW1TlU4TzhvDNHR++X7OIwUoGapqYWx62hOQq7s3U23WMzQAHpubjZKYE51KpYzGQKyHKjJNJQUmuXhcLH0ugPO0m5madMdxEI/HjYZWUlKCUCiE1atXG8ahB3NcCOPjZlVmR+Kz1Xg1v+xGXEQlLqtuJBIJJJNJBINBpFIpY24y6HZqagqhUAh+v9+UGiKDU5OGeJVqbGrm2rgb+0EGoBv7YoyLWqmOVRmRzQjV6+o4jskYaG1tNTGP/f39Hk1P3600pM/Nt162pllfX4/Fixd7TPC9e/fik5/85HmeX84FkGPmrCemOJ0yfFu75xwow7JNWs6RmrvquGE0ga4D+6Bam21NcI4UA2e2ST4G/HbarGdoPp8PpaWlxgSilkZpU1xcbCS5ppnwPiV8qrdUd+0FBLyln/N5Rt/uWAKBgCkZRGdGRUUFSktLjbamjMHezPY1IMeUFF9Thqb95vcZD6QpK1qqRkMkUqmUMU9SqZR5ztTUlPGCcr4pMNLptCdmjBtQQWDbsWFLf2UiCgvY4+FzGC/H+eAzGF/Gxo3JvnHj+nw+E49GuhgcHDS0puaRjT/ZDIPj4Y+Nzbqui/Xr15tr6XTaOFYoqChsVStUq4JYpwplHTubMkR1qADnA/O2sOTckrGpM8UWSHoPn60CjZibanN/ck4B1otSAmRxOkp0MgCC3iQYmqXxeNy4m/VkJCAneVhU0Zawb5eZ2eZYSUkJ9u/fj5GREeNxrKqqwurVq8/z4PH7NgOwMRzFRJQJcxPqCUH5tAu+jyamVjgFYFJaOOc6x+l02ngfqSGVlpaa0kM6dv62Nz3gBa71+fnAa/0ur3HDqznNz6nF8D7iU8Fg0JONQMyQ4QbMaRweHkZ1dbXZlLqZ2Xf228baqN3ZGmcmk8HSpUs9Z2UkEgm0tLSgpqYGAAyep7mOGkbB8b1RVoNNPzaNq2BUzJPPU/Oa9ynT1XcqvfJZytjV7M1HD2+3vSdSn6g92ERE6cv8Mf0pKipCKBQy5btJHCp9+QxKXiU8lR5v1bOlTSW667rmpBytJDpv3jwUFxebCqa2BqZNHSHKzPi/9p34YlFRkckHVEZjS1huSHqUWdU1k8mgtLQUZWVlnjQlChPFMkngZIL0iBK7sxmirbmQ2KmRKcbC9bLHrloeaQKAByzX+C46NVQLpjm0YcMG867JyUm0traivb39PO1R32mvNZuavUpvnPfJyUlceeWVCIVCcN3skXZHjhyB67rG6VJSUoLS0lKTVlRSUmLGEAwGkUwmjXmsc8i+qpBWTU3nRxkeA8uVERUUFJiYRSoGus6cLxWWur6K+6liQYGbDw++1DbrGZrjOJ4S3FrwjgGbJSUlhnFx0jWGiptQtQifz2cYoV2i5c306WL/a7M3XVdXF3p7e03aUCQSwapVq8wGpfag3lgSVSgUMuNXbEg3mzI1ADh8+DB++tOfore315yxSaZJglT1n1JaPyNGyWqynEOuAe9lkC6fTw2ZwaD5sD3OuYaB6DN5LgKj0zUkgAzC1vIIL/AdymiVZvgsNZmoHfEMi3Q6jSNHjpj7bAas3+X86brYYDyZC5n15Zdfjvr6eoP9smZYMBg086KxfIqR8juTk5PGvFfmZNMolYM3C02wTU5Oes7YJGaqyoHSk6Yqsq+8R2EgVoR5Iy/xW2mz3uScmpoyx8vTxU5PIRkSA0PZKFEojbgZ9RxP13WRSqVMDA/flU87stV4W7Og1mA3W5o7jmMOjiCzKi0tRVNTE2KxmMEKbeJTM0jPhiQRqZmgmM34+DgOHDiAffv2oaWlBZ/4xCewaNEi85liZrzGOSMeSTOBHmStZ6amrpomnBslasBb7JLzoQJGo+M7OjoQi8WwdOlS812tjEosj2upUen6XDpY+GxiTKoVKE61ePFizJ8/H4ODg0ZL7OjoMPdxXW3TlhihjlNNNwoAakzEMIPBIMrKygBk8cxXXnkF9957r1kLBfjpQVZ6qqqqMt/NR3eKW9qmozpQbDOaTauk6Hh1/PZ71Umg1/k83sOQlLdjAdntDVmj4zg/dBynz3Gco3k++yvHcVzHcarl2tcdxznlOM4Jx3E+INevcBznyPRn33UuptZ43wEAZlNT+tKcZDqUli1RCUYJR+BXgzX1+aqKv5GmZt97ofvzaU89PT2eRQ0Gg6ivrz9voxcUFKCsrAyRSMRkPLiu66k2oloVkDMp+OP3+7FmzRqUlJRg7969+OUvf2m0HDXbaEJo0KTilTQR1IGi0lcZRD6gVx00tpbGlCiucTAYxPDwMP7+7/8eO3bswNDQkJH4upGosXOuNKhT48zszZfJZMx5mKQH1Wwdx8G8efPOO2WMmpvShzJ8DclQM7alpQU//OEP8a1vfQs7duxAT0+PmbOpqSnU19ejsrLSYGX9/f14/vnnzTrTo8wcSTI113WNFULTPp/mzrnl91RgaVaCZiLY9KxWgwozu9k4qeKVyrQURxwZGZlRhnapBw3DcZxGALcCOCfXZvygYSAXk6SYFiUKvULpdNowK4YQMJTDdV0TbkBJFgwGzwvgVMmXDyvRawps5iMC+7l+vx+nTp3Ca6+9hoGBAQDZhS8vL8fGjRvR19dnNiM3OWN2iI8Q/1KMQ5mggrtAVpu6/PLLkUgk0N/fj927d+Oxxx7D5z73OYyPjxvNl8Q8OjrqSfQH4Ekxo4arDFOZmwLViqFwc2ueJpBLvFYNxnEc/P73v8fJkydRU1ODyspKowFRQ+d3aQ5ToLHfrNLL9C3d1Owv/+Z1PnNiYgJlZWWGuTHZvqOjw2hVajoqTsbGd0xOTuL73/8+Xn/9dQwNDWH37t1YtWoV7rnnHqxfv95o5xs3bsSrr75qTt1qbm72HIijWCCQ1bD0oBnbYrAdQ/ycDoqysjKPKa44rOKbQC5sxH6HrqNN7/yt8YbqOLHnaybbG2poruvuBDCU56N/BvDfAc9xdPdg+qBh13XPAuBBw/WYPmjYzY6IBw2/YctkskGIqVQKqVQKY2NjSKfTJoUknU4jGo2aI7NGRkYwPDyMaDSKwcFBpNNpc4gsgyWVQFRyqSagGsj0PGQnTKSYbo4LNZvpnT171jDVTCaDtWvXmvJHJSUlKCsrM5oGGSc9uDSd7ffZjF4J2e/3Y+vWrbjmmmsQj8fx+OOP4+jRox7sSYmTG5mETIIvLCz04E58vppSOk41N9RbZs8fpTVNw7a2Nnzve99DIpEw5p/rugb7Y3kajpHVfom9hUIhBAIBU+GB/QgEAgZQV/OTm5h4YSgUwoYNG8z18fFxnD59+rwYNmXcdsgL33n69Gn09/ejq6sLqVQK7e3t2LVrF7797W/jO9/5Dnbu3ImysjIsWLAAixcvNkxwdHQUw8PDpt4Y15T9pdBjLjDv0+IA+pvfqaqqMkfHcW1U6NjmpGaicJy29q0MKp8JSi2fwmtyctI4kN6JdqmnPt0NoNN13UMWp52Rg4YdOZezpqbGpIkAOVWZ2gsZEKt9ElshvlBeXu7xClFFB87PcbOlEO/JZDLnLaYS9MU0ND53amoK7e3taG1tNd+vra3FNddcY0rDKJ6nUnVkZATJZNKDnfEexe80Gl8ZWlVVFTZt2oQXXngB7e3t+OlPf4qvfvWrALypNNRklbjVVNNQE35u43YkYs4JmZUdG6Xf4cYbGBjAL37xC8RiMdTX16OiosJ8l14xrbFF08sOzoxEIkYDHR0dNQegOE4uzo/PU0yL8MTmzZsRiUTQ09ODTCZbC6y9vR1Lliw5LyyD8wbAUx4nk8keUdjX12eKAJSWliKVSuHcuXMYGBjAgQMH8MQTT2DRokVobGzEsWPHDJ28+uqruPHGG016FLE0TQ1z3ZzjRWmV82OD89TCyQjzYV1qMnMsqv2qgNbffB41ceLcXGOFDHjvO6GlvWWG5jhOEMA3ANyW7+M819yLXM/bXDmXc+nSpS6j6ml6UhJpCZJkMulJj2FNKZ/PZ6Td8PAwxsbGUFFRYbQ1YnAkBv5Wk05DBYDzk9jtwE32lX0hMZw+fdpzwlN1dTUWLFiA+vr68/Ld+JslmBUknl4HDxZoFsDJVTWlJJ+amsL111+PRx55BN3d3Thw4ABOnjyJxsZGgxWpBLbrWQEw3kbeqwxKMSN+rloANStudM4z55L3pdNpnDx50gicxsZGE1Gu2oRqXaFQCJFIxGgAPCh5ZGTEo+Xq2QZ0cChORi+qz+fD2rVrPeObmJhAV1cXlixZ4gnwVVpR5waB9EOHDhkBW11djcWLF6O5udlUWkmlUohGo2hubkYkEjGacE9PDw4cOIDbb7/dvE+ZjT1vOq8q7GxGxdPqWfOO0QOMI1RN1S7cQIxPTVSbztkvdT7Ye0a1+nyY6tttl6KhLQWwGAC1swUA9juOcxVm6KBhbYyOVte/z5erXkpmoh4w4gPpdNrj9dKKr46Ti2Dmj42jcZOQQWjaFOANALUXRf9XDYSqdlFREerr683JQlo+emJiwjBnrS8FnH/6k/1Ofk6iJJMKhUK44447cODAAZw6dQp79+7FggULzIZR01G9efnMaUpgMiYVIoqPUSBwDTnf7Kut0XV1dZljzSKRCJqamjzv5/MUt+MaKU7DOdd+ALly4FwvjakjM6MWp0HKyWQSg4ODnjMSlLEz04LzNzQ0hHA47Kkx19DQgO985zt4/PHH8dJLL+HUqVNIJBIYHh42AjcYDCKRSMB1XZw8eRLJZNLky3JMNkZFvJUeXX6meKVN1/yMpzIRX2Z0AOmRwcQjIyPmoB2dv3x0wTWiB1O9rPpzMTp+O+0tMzTXdY8AMC4fx3FaAWx2XXfAcZwZP2h4+p0e/EVVYFZRZeBmPB4HkGUYVVVVCAQCSCQShuCIDdH00IXh3wy61ENCNME6HyBMgJX/K3g9OTmJzs5OtLe3m8UtLS3F+vXrMTU1ZTw9fA8lKYlWpR7nQ4v+ESDXMahZBmSJraGhAfPnz8eJEyfw8ssv46Mf/ajHbAa8keg2mKuakm4sNTP4To5HtVQ+n9/nZ9xEJ0+exODgIMbGxhCJRDzJ72Q86rHOZLI5gRrewFS4kpISU5/NZrw6Hgb9qjbhui4qKirQ2tpqNuiZM2c8pm0+rInjnTdvHkpKSoxHEwDKyspw5ZVXora2Fps2bcIzzzyDAwcOoKurC8PDw6Z6q5pniUTClLbmOut7dD+QQXGu1Ltv46q6DizvQ8HAQ5D9fr+pgTcyMuIJ3eC92i+dC11bhWjsZtP1TLRLOmjYdd2853K678BBw5wQrT9PE2ZiYsKYcDxTMZPJIBwOw3Ec9Pf3o6CgAMlk0hORTBCe5gyQm1yq/VpPbXoePJKF17iI7KsyByDH/Nrb2xGNRs19JSUlqK2tNdKdmQMEd7mRNC5NMT9lNKpN5NMMuamrqqpQXV2NEydOoLe3F8eOHcPVV1/tMbk1B5KbgX1RrIaNppZqXNpvW/rm8465rotkMonu7m6PiaYaGcF+anvMqmCMHB0CPp8P4XDYFEHUddD+0clB81bhhmg0isrKSrOeLO+jtdT0t25yziHfRRojgy0rK8OWLVuwdOlSnDx5Es888wxaWlrMWZWKw5GOSZe2EOH7CwsLPWNVrdZmZFwnPof0w7AXMjk+mwyf3m5qaOyDnblhP1ubvTe0LzPVLvWgYf28yfp/Rg8aBrz5firxqQkpsEushq7tQCBgDu7VKHaVsEooitWQaFR1Zj+AHBOcmprynFyj5hb7Ozw8bMogAVnzjPmbxAQJotqmpq2eU1NhZD4AgyfaXih+l+EI4XAYRUVFSKfT2L17NzZv3nyedgfAEybDRq3YjikjUXNuNZYtn4luE/HU1BRaW1vR0tJitFdW7+VajI6Oeg55If5FhqFzwQ1px1mx/1oDjdqkOjsymQzq6+vNRuYz0uk0qqur82odKmxUq2d4BRkaNf2amhpUV1dj5cqV6O3txU9+8hPE43EMDAxgcnISN910k/EqKwSh1S+o/Q8PD5s5LywsRCKRwIkTJ5BKpVBaWoq1a9d66F1LzBcVFZkQJvaZsAM1Z851JpPxHHijmryN8dEU16b3kXnOdJv1mQJArlIG4OXylE7MV+QCq4lob27b/lcVPB9AaW9qPkcXjDgV+8TvsTmOg3PnzhlPpeM4HoxINSHtE5C/FAyDjNlfBfF5j22icg6vvPJKHDlyBMlkEvv37zcaBTe6mp4qZe3UJJqZ7LuGUqimms/DpevHvzs6OtDT0wMgW9qb5wdwLskYFOPTNeazGOJC2iBNUOAwx5TgeCaTMYyGfaXJWlhYaA6x6ejoMHCGzbyU0RDaSCQSRpthvi4rFJN2AoEAFi9ejPLycnzjG9/A1NQUTpw4gcnJSaxatcpoXmQCdogMYRHtz9DQEB577DHs2LEDY2NjWLx4Mb70pS+hvr7erIMWv1TNn+FLuheUnsk4VWMkY2OIjNKSTcsKb3AO8pmib6e9JxgaAKPFUAOjBhAMBs2i0yRSLYxmCSddj7wDYCQ0kHM7q5vcxkqI36j2Znt++Cy2cDiM3t5eE0ZQVlaGmpoaDA8Pew694Lv0BHNlsupCV8+qVr/lfSQcentJiCtWrDBj6O3tRV9fH5YuXerBE3mvHkpMhkbTRE1MzTBQrFOxHo7HjjLntb6+PuNti0QiWLZsGYCciarYHOCNC+R93EiqCQDZopVkVGRKGlRsp0sRk9V6+PRMsoIvn0/mquEzjuOgvb3dVEzmmrFOnx75Njg4aDBd13Wxdu1aMwZNzKcloNo/aY7rRUvhtddew7lz2Xj3dDqNb33rW7jppptw3XXXmRpslZWVSCaT5rQm26nC7w4PD5v3ZzK5EuVs9CCrg8bWwrl/eKg292W+6IC322Y9Q1OTBsidhgPAQ4w+X+5AYpoaqVQKoVDIuPABGEJlDmg4HEY6nTYeIzUvVa3mRrXVaNU21OThNfavq6vLgLZFRUVYsGCB0Sa4kYCcRshrTOliX0i4ZNpk9Cr98jFiIFdzvr6+Hj09PSgpKcHx48exYsUKTzgEAI+k1hQjLWnDYFi7vA3Xhn2g8FEmRA2KGhJBd5qP9fX15vvaNx0j10YxPmptnD8FxxX/UQ1OtVnSWm1trRE2xPgUiqA2ws81WNtmqKQRmqBqFSgd0bJQrI5NNz6fTc2Q2g4ZIT2ljpM9Ii8ej5twnW3btmHLli3YsGGDqcHHvqigYvCrlpJSoa0wkK69wjdqFts4G/eT0s5MtFnP0CgF7cUHcousOZrEG3hd8Rc+j1qL1pHi8zjB+mwgJ6Fst7VKIzWLgJx59vrrr6O9vd2DWzQ0NJjNxA0C5BgJA4eZp6hzQe1CN43Ol2p8dDCQwaxatcoc18aj2njqNZ0qZBbsG2OWqOEyhk8PweWc6WZj0+epSUrGw/hAbp7KykoD6nNt7CobukacN86P9ptzqEyfR/KRDph9wOb3+1FbW2s2OJkhMSktcqmmLumPTgvd/IrBaloTv3uh/FNlIrrenAOFO8hIA4HsKVaxWMw8Y3h4GIcPH0ZbWxuef/55fPnLX8a6desQiURQWlpqBGUmkzGONtVE2U99D99FurPpkXuDQkAT0SnI/uhOgXe75TPl1H2tGBc3BJkOpTNVamoWZGL6XGIRNJ/ySUdqKTZOpH9ry2QySCQSOHLkiCeDobS0FI2NjXnfoSavmm4kSlv7YqOWwTlRpk8mWVpaioULFyIcDhvTqqOjwxO8qoxaTV72QTUcNSsvhvup2awBzxw/j8bjO2pqahAMBo3prdqnzq3OnY53cnLSaOmKTfJzmqB6FJyt9TNFSlt3d7enPDa/p4LRFm5c02AwaPA01fSoZft8uWoias6qZstn8bftvWTcYWlpKU6dOoVMJmO8xbFYzGiZiUQC//RP/4R169bhoYcewpIlS0yAOXOi7YRyW8tW+uD/2h/dt2pa6vdnmpkB7wGG5vP5EAqFTPiFSmCaQCQeEg0nnlhIJpPx1OoCcrXUiF+EQqHzJphEwr91A+s1dTYo8VE7JHbmuq45ZXzNmjWIRCIewlGzmtep+mtcnOYN2o2eXTb1ODL5vKamxrxjaGgIo6OjnpOtbfOO41BzUk8dt8dt90txIGU83MjM0SUGFIlEDFOnINA1sZ9vr4dirfkYOzVtDYmhhqSYGINWXTeXy0pzkH1QHE3Hq6YUPa6O43gS3FXj0dPMCIfos20GoExax5jJZLBs2TK0traa1K3NmzcjlUqhpaUF0WgUruviyJEjaG1txb59+/ChD30In/vc54wGTiiB9MCQkHxCm6Y7AE9amprxynwvZEbPVJv1DG1qagqxWMycEUktSqO+OTHxePw8tZyu5ng8jrKyMlPrnp4tnvgcCAQQiUQ85gCJl1iJmg1samZRM+FiTk5OmpxANWVramrQ0NBgghfzBfiSkXHMtrTU34pj5cOseH18fByhUAjLly9HKBRCNBo1p7fr5ie2xPmnOU9holVNeU8+MzDf/7ym2ExXV5cnzjAcDps1UpPWhhq05aurRaaluJfOmZqhtmZbXl5uTDEy9O7ubnPgjm5MLeOdDwawmQCvaYoRx0X65rjfjBaj9/r9flRXV5sAWSALcTz00EN4/vnn8dprr+Hw4cPGa5lOp/Hwww8jFoth69atqKmpwbx58zxQj20K28A/x8GT1nS9bAjinWBi2mY9Q1NTwHEcjxSgeQHkiFe/w8kjfkbcjFoLCUclNv9m+suFpCKfrwRsMxDHcZBKpUzaCACEQiHU1tYa7ZDAtZ0/qWEUyjxsDVAlH/ujRMh+TE1lT5KfmJjApk2bEAqF0N/fj+HhYezevRu33nqrR6oqxsj55/PV6aEMQgnf3ogKlLO8D+9ndkAmk0EwGDRpQxdzMOQTLLqReI96VhX/1I2m41ANmPMAZDXfaDTqGaOaswqBUPjpHDEhnulW9Fgrzmn3Ix8jzEeLHBtxsM2bN2PHjh1GK+/v78e6deuwYsUKnDp1Cr/4xS9w8OBBdHR0mCogv/nNb9Dc3Iw77rgDTU1NKCgoQCQSMRplvgwAO4BahY/CE5wfO4zqnWjvCYYWCARMnpt6thS/USJkIC2r2pK4+Jtuc2YQALmIe+IvCmITK7BNGH2vbjT+7ff70dfXh2PHjpmxFBYWoq6uDj09PYhEIua6bjAyDJoA/MzGzVRSKibDZ7Kf/N9xHIMflZeXm/+ZksX+c+NTWNCLRvOeDIIEnA+nspsyPNtEb2tr8zCwmpoaT8154pYqkPIlx+u7WF5KGSw3oDoY7I3H74fDYeMFZD/7+vrMXOscK7Pnc+bPn2+CmAGYsxmI6/LH5/OZ9WYpJNsc5dqrwLGhD66B4zhYsWIF5s2bh5MnT2JsbAzd3d04ffo0li5dijVr1uArX/kKnn/+efz617/GyZMnTb23zs5OtLW1Ye3atbj99tvNGaUckwoJmuHaV/W0qtDROnb5IIOZbLOeoXFS+vr6PBuOk6jES0IdHBz0SGwGWoZCIYyPj2NoaAiBQMDjiWLJbia9Kz5mYxkqdexr/B/IbpaBgQGk02mDUxEvYXAnzVlb62SysW5+ba6bK1rJ//Op9rrpaL4C2dxCSlnm6pGBK1NWTcHW2jgHdmmZfASr49MwEFZppckcCoWwdOlSM0/ErYiL2TmsfL/NlBQGUKahzhP2i/dxjHxOY2Mjqqur0dvbaxw8dKDw+/ni7khPNMWmpqYMQ1Onj+u6HibG59ihQfacUliSLth/vpv0RQE9MTGB7u5uLF++HIFAAJWVlbjllltw//3345vf/CZeffVVtLe3m/CZtrY2nDt3DldddRU+85nPeBLYGStILdRxcmXh9Ug97a+mR+XD4GayzXqGploVczg5aTw0JJ/EBHIaDBkJNQ1KHgAmBYPeLQ2yVE1EN7X9Ht7Pzc7NEwqF0Nvb6wlOnT9/PjZs2OBxXAC5AF/GKo2MjHjinGwNTftKolYJajd+t66uDr29vaisrERBQYEpiMkThABvqArHTKZAjRnIJd7znZo5YJtQbGrSaUwd+1hZWWnezc1iF+UkgA/AYFDcVOyPXfJJwzjUxNN+qVlPRs/AUtfNekeTyaShv3wHztj0ovPB9eSc6sEzSsOKL/L+NwLTdSw+nw933HEHDh48aLTK3/72t7jtttsMjTJM5/Of/zy2b9+OX/3qV3jllVfQ19cHADh+/Dh6enrQ2tqKrVu34sMf/jDKyspM4QTuG/aRwrCwsNCEFbFfuga2cFZGPBNt1jM0xUoymVykMg9ZDYfDJi5KKzqwUSLyb3V7q3Slk0HNSzWrKF20RI5uRF1AfWZPT4+pdUYGwfr03HDKGDRsZGRkBCUlJR5CsF3lmoLlOI6J5OeGU3PB5/MhFoshEol4KpHQpc9EeQ3E5Ybk+CkYlAHoPGgEO5BjinawqEpsBj7z+xQO1Ah1M6tHMBDIHUGoVYA5F/qefKWCWBdMGQfvCQaDaGpqQigUMh7eZDKJzs5ORCIR41RSJqj4mZ5cNTo6irGxMVNo0nVdk1yvDE7DW5SWbFpReuD3dJ+kUik0NDSgqqoK8Xgck5OT6O7uRlFRkSf31e/PJp7PmzcP5eXlaGxsxNNPP41oNIpUKoVYLGayDo4ePYqvfvWrRvNUTcwWoNyjvM6ME1uDJrObSRN01jM0LmQikTBSmteGh4eNy58xNDR/iJUwyJFhCqOjoyZReHh42JQfIk6jE6xxQAqAcqGUgKn220GS+/btQzqdNoy1qanJHFHGZ1JLobdSzWBqHRq7xfdqyAfNVzVpSPCKJ6nZwAol8Xgcvb29KC8vNwyLZrZuGt04qg3ZZhzgNTE5VhUS/HxwcNAUZbTDJ7TSLedZtbNMxlvkk3RB5kiGouC/joV9oqACcuZRSUkJFi1ahHA4jGg0auioq6sLK1as8FSKZRsbGzNnGLBKMvvFcyQ4FwzjoXNIoQ0ViuqYUpzY9norA3ecbDXkiooKdHZ2Ip1Oo6enBzt27MC1115raJzzNTo6iuXLl2PBggVYu3YtnnzySRw5cgT9/f2IxWJIJBJIJBLo7OzErbfeiptvvhn19fUG7lGMzNbaOOdqjeQz0WeqzXqGpianHqgK5KQ1TU+aBSyWx6PYGCjJ6gkKdvLoOAAmFk0P1uB7XNc1m0k9q6qZKbFRA4hGo0YTYDJyMBj0lAgiNqTSV8Fn/ZuEr4xXtU0SEYmGmgkxHG7ChoYGo0V0d3ejv78fNTU1RpvR8zA5Ph2XOk2UWfBenT9uHtsMJYbEHEdiThyTAv/28wAYLUnNS86fzpPOK9eNpiIhi0wm4ymBTu1Fq6hQS6MJzGt6OA+hgHA4bJLAARgclRp1MpnEmTNncPDgQdTV1ZkDh23oQxmVrfkqs1DTNBAIYOHChWhqakJzc7NhOvv378fGjRvNITBasWZqKpudcsMNN+C6667DD37wA+zevRuHDx/G1FQ213ZoaAgDAwMYHR3FnXfeiTVr1phqH1q7jvSnFYPt/r9TbdYzNEqt0dFRo6lQE6I2MzIyYk6fpnlEycMNyMkdHR3F4OCgSWqnNGdep6ZjKGajGzEf/qKNzLK1tdVE93OhmW+qtdgAb9iBYj9sqiHZEpmfkYHrhuYYCgoKDFNzHMec1h4IBJBMJtHa2opNmzYZ4rc3C5kb/1fTWx0IOh5lyPa9tleW99GzqNCAzrFuEAoWMhRqRlwDCj8+Q7EzTfInzdgbjhU52G/SRDKZ9ATBMueWh+/yfvWmkn45Fy+//DJ+/vOfo7u7G67rYvXq1di6dSs+8IEPIBDInS9hm/AqxPjbpr+JiQkkEgksX74czz33nDFx+/v7EY/HTRiTCgEKewre+++/H1dccQV+/vOf48iRIxgcHMT4+DjOnj2L7373u3j22WfxsY99DNu2bcO8efOM4021eF071dhtbXIm26xnaCRchmCQuTBWjLiABmEyvoeYEH/zWVruWisiaGiBgplsqj3ZTI1NgyRVawGyJmR5ebmHSVDT4fN1I1JLKC4uNgRDzUKZK+/VxH3bHKIpxngoPaloaiqbAkUzLJlMekw7ACZ2iu8qKirC2NiYp6wTG7EvZb5KxBwrA5vT6bTBmBYuXGieR4ag5j6fSU2SZybYDgvVqKmB8LnUoLSaCNddBUFdXZ15lutmD6ZOp9NIp9MIhUJmHCx4EA6HPbAB8U+eqxmLxUxJoBdeeMGYdABw8OBBnDlzBs8++yw2bNiAmpoaLF68GMuXLzdhRD5fLquC8IAKcdL9yMgI+vv7sX79ehNvyEyBoaEhc7Cx7gMAHrwyHA5j+fLl+Pa3v40XXngBjz32GE6dOoWhoSFMTU3hyJEj6OnpwU9/+lP84z/+I5YuXYrS0lLEYrHz8D0qH7qHLrR/3m57MxVrfwjggwD6XNddK9e/BOC/IVuZ9reu6/736etfB/AQgCkA/5fruk9PX78CuYq1TwL4svsW9E9OhJ7YRPc0j+ZSDAaAqRDK1Catnca0qYqKCkMUJSUl5kBdAusqAdXcBOBhjtNj9GADr776qllgAKisrERTU5PnwBFleNys6vkk8M3wBWqTShAEoW3zjwxTMTk6P8rKykyqmHoayag0FEC1QM4bN+7ExASKi4s99cPojVbvLueHjRofcweBXDqaaln5QhgoaLQMFCGHfEKHfeB4582bB9d1jbNGzUd10DCekc1xss6HkpISk1Ln8/nMXDJVixojc2Zd10UsFsMf/vAHXH755cbMVjpgelwsFkNLS4s5pWzBggW4+uqrsW7dOqxduxZVVVWGCdr0olVZQqGQSbPjQSj0GBNPJmSg88jrpBfXdbFy5Up88YtfxPHjx/GDH/wAyWQSIyMjGBoawuDgIP7mb/4G99xzD2677TZUV1cbc1YzYLhXbDp4NzS0H8M6aNhxnJuQPYNzveu6Y47j1Exff8cOGuYG0jr/zClUkwPILQS1OlZzILFSglLroVSni57MjFqAjctMj9XTR2V6QHYz9vT0GA2wsLAQxcXFaGxsNP1Xc4IapZpvfK/mZxL0J0NQLIuaDJmAja/wO0zzmjdvnpGgbW1taG9vN1qw1j1jZD83j1bTZbly1vJPJpOePETVmNh/xVOIeZLxaOhDPsxFmbjmk7KvGkbBeWTfy8rKUF5ejoGBAfT09OCJJ55AeXk57rvvvvNoDchuwsrKSnO2AMvwsBqIavPqHabGOX/+fDN+MgDilfF43EAi1H5pZYyNjZlE8r6+Ppw5cwZPPvkkFi9ejK1bt+KKK67wOEvIsPn+kpISBINBVFRUIBKJGMdINBpFX1/fec4F1iZjHifnkY2Cf8uWLXAcB08++SQ6OzuNtnby5En827/9G3bs2IHt27fjpptuQkNDg1mHQCBgohEU+30ntLQ3U4J7p+M4Tdbl/xPAt13XHZu+p2/6+j2YPmgYwFnHcXjQcCumDxoGAMdxeNDwGzI0LrieF0lmZhOC4iwAPMnExJi0fpgdd2bjKHyXbi7dkMpEbfOKHlVe8/v9iEQiBrNRbU6/p6A+kHXBHz9+HOXl5Vi6dCmAXDAnGRslH8u+2DiLNj47GAyipKTEBBszR5GMgeNkhgCQK8FNRk/NMZPJmAKIQC42jOulObc2HsQNRfyroqLiPLwynyJvY3pq4tBRoELGcRw0NzfjxIkTePXVV3H06FFUVFTgU5/61HlCippXUVERysvLUVxcbDT31tZWVFZWGjpSOlCssLCwEGVlZQYLIz0MDw+js7PTeHZpDdxyyy3o6+vD4OAgotEo4vE40uk0EokEksmkOXPh9OnTOHjwILZt24bbb7/daMO2x720tNRoaKqBkqlwHakM6N/84b0qcK6//nosXrwYzz77rAnp4EEqR44cQV9fH5qbm/Hxj38ca9euNf2iM4QClE3jOmeiXSqGthzA9Y7j/AOAUQB/5bruXrxDBw0Hg0GEQiGkUilPAUZuLCC3idRGJ8MiMWqAIzcEJ5NeUbuOFRmqnfzNzchnUivSah4stAdkmUFVVZVnc3Ij2NqLOgeYe0diWrJkCdasWYOqqipPupBqYnYIgD6b2BKQK5Y5OjqKgYEBdHV1mWhym4E700C6mhCU6KpRcd40Fo4bVxksCXt4eNj0h7GENiO+EFOjdqoYJBuvk+k+/vjjePTRR9HW1oZEIoFUKoVNmzaZihQ+n89UlVDsNBwOm+oXU1NTqKqqQigU8uBNyswKCwtN6SMtdsA2MDCAM2fOeBLai4uLsXbtWnzmM5/Brl27cPbsWQwNDeGll15Ce3s70um0KQV+4sQJtLS04JlnnsF//Md/YPv27XjggQdQWlpq9snQ0BDKy8vh9/uNA4Ca37x584w2plAAhSOZF01ERhZo5ePGxkZ8/OMfx/XXX49HH30UJ06cMEfd9fT04KmnnsKhQ4fwkY98BB/72MdQVVWFYDBowqpoggPwnGo1E+1SGVoAQAWAawBcCeAXjuMsAd6Zg4a5cVOplAGzafbwb81z4wYZHx9HWVkZxsfHUVJSYsIjUqmUpzQMnQoVFRWYmJgwgC81FI0Fsh0FNMPIWEjomUwGZ86cMZ5UMkYyCo5D7+ezyIynpqbQ0tKCo0ePYnR0FKOjo7jvvvswMDCAuro6T2qLXUpcmS7Hyd+cKz4jk8nV1WeMHCPvVZsiw1GvoHpfVdNRz6LOlZqBOkds1GguFqOkHj4VCmSSnO90Oo1YLIbvfe97OHToELq7uw1jaGpqwm233Ya77rrLrDM1PI6B4Lt6wm3NUZkoTeyysjLE43Fs2bIFtbW1Jq2INco6OzsN/VED6urKHlO7ceNGrFixAolEArfccgt27dqF3bt3o7m52ZihExPZQ7Obm5vR1taG5557DgsWLMCdd96J66+/3kQCsGKLCjtCA1xLxeBY6kqxUY6LmrRibMuWLcM3v/lNPPXUU3jxxRfNyVVMtXr44Ydx4MABXH311bjmmmtQWlqKqqoqQ9+qRc9Uu1SG1gHgP93s6u5xHCcDoBrvwEHDgUDAaGmDg4MoKCgwAaG6WDSLqOqzOgKZEx0BGgTIXEH+VrCZ99L0IEBvmziU7houAuTK9QA54uehKIyb4wbQMBFlIGVlZUY7iEajOH36NPbs2YMPfOADSKVSnuwCNiUQZTQkTjbXdbF48WJDVCyj5Pf7TT0sMjfmGzJinpgV465UQ1F8kmNiv7j51cymhgTAhJLY49D/yaR9Pp+nYq7ef+zYMQwNDaG1tRW//e1v0d3dbdK6MpkM1q5di2uvvRY33XTTebiO7UVtaGgwfWLMFY8jVMhCBQYP6a2rq8OqVavw2muvYXx8HKdOnTJeWdXCx8bG0NHRgVgshrq6OlRVVZnA3UWLFuHDH/4wdu/ejQMHDmD37t3o6elBMplELBZDKpVCX18fTpw4gTNnzhgcq7i4GKFQCMlk0gPFhEIhT9wcGRQ9tKwUzMINFAyM0VT655zcfPPN2Lx5M5599lkcOHDAaGzRaBR79+5FS0sL9uzZg89+9rNYsWKFoSMK+dlgcv4KwM0Afu84znIAhQAGAMz4QcOZTMZoZpQS1GyI79gmCZkdCY4aCP9XnICLpGW67ZYPmLaJmNfZtLqC62YjwquqqlBXV+fBe2xsiX2iFNuyZQseeeQRJJNJdHR04De/+Q2Kiorw53/+56ipqfE4DvLlxSl4zN/U/jQeyefzobe31zhP1PFAKc530ZRhzNjIyIi5jx40ageKxWUyuePLuK62ELBxUPUsq4bLz6mR8fuxWAw7d+7EgQMH0NzcjHg8bjZqKBTC4sWL8eCDD2Lt2rUmfIEmlm22+/1+rFy50oRfADBaH73nurmpGZHB+v1+LFmyBJFIxKSXEazXarlTU9nTnpQ5U9Cxcu5dd92FD37wg3jyySfxxBNPoL29HfF43Ghr0WjUxBMeOnQIP/vZz1BfX48TJ04Ys7eyshINDQ1m/3DNiKGqM0e1X/5thyT19/ebfVNcXIwPf/jD2LZtGx577DG89NJLxvIZGBhAPB5He3s7RkZGsGXLFsPMtDLxTLRLOmgYwA8B/NBxnKMAxgF8elpbm/GDhumd0fw7BtpSk4rH4yZgNRqNekI7ent74bpZjydP7KE2pfhPcXExysrKPPXSyACpCQLnl+OxmR1TWXbu3OkBjoPBIGpqajypWTR/bOBcpd+yZcvw4IMP4sc//jE6OzsxOjqKX//61+js7MSDDz5oTnGiKaKR9ioB7YRnep6o2aZSKXNQCZ/Bgpl8HhmD5lByAwDeczu5se3sAc2uSCaTpvQ2r9PxQS1Mx8LnqWfXcXJl0f/rv/4Lv/rVr7Bnzx6zHqWlpZicnERjYyM+8YlP4J577kEwGDSpTKrhci5s0JqaIMNMkskkKisrPXPJpsw/EAhg27ZtePzxx80RcKThfHAJ6VLpTM300tJS3Hvvvbjjjjvwwgsv4LnnnsORI0dQWFhoPI50KrS0tJi4sEwmg0gkgk2bNqGiosKkAvL8DdIetX5NzeN4yJyouVJAkR4Yv1hQUICvfe1r2LRpEx599FH09PRgZGTECOS/+7u/w1VXXYXPfvazWLBgASYmJjxpYW+3vZ2Dhv/8AvfP6EHDfr8fpaWlqKmpMS5+ElwwGERjYyPOnj2L6upqY+YoEB+JREzuIhtNTABG+jIGitJK05/yMS/9W7Ui3seTpIDs5iwpKUF5eTni8biJP+JzNHCU2ALjsSYnJ3HvvfdibGwMjz76KM6ePYuxsTHs3LkTfX19+PKXv2xMR9VIbU2HjXFoBQUFaGpqQiQSQWdnJyYmJtDS0uLJyyQD0Zg2fZ7GopFZEr9Ss0rDXzg/1Ji4nmSAY2NjaG5uBgDU1tYiEol4tAMKKzLxeDyOnTt34umnn8bBgwcxPDzs0Z4rKiqwceNGrFy5ErfeeqsJoGY0Pj2zunbEzOhhVI1FsVs9X0LnhBro2NgYampqPDm3lZWViEajSKfTKC0tRTQaNdrRE088gc9//vNGq2XTeaRHf9u2bbjxxhsxMjKCn/zkJ9i/fz96enpM7uX4+DgGBgaMsK6rqzNeUdsZxbGUlpaasREOodat/WG8WzAY9Fg5HGNfXx82bNiAdevW4dFHH8XLL78Mv9+PZDKJrq4uvPjiizh58iSuuuoqVFZWmn07E23WZwpMTWWPemP8zPDwsIkBSiaTaGtrw/j4OGKxmAfIJqOgVFGQXLUHalH0htI0ZfwYTwcCzncIaOPCkjho6pBwqqqqzOG5lPoKkLMxRIVlbsh87rvvPvj9fjz88MM4c+YM0uk0Tpw4gX/913/Fgw8+iGuuucYTuMjx01xnoyZHr52dM8i+kbEyn5FMjV5gxQdLSkrM/XyGmpwkfmWO9EDSHCJm96Mf/Qhnz55FJBLB1q1b8aUvfQkjIyM4d+4cfD4famtrkclk0NPTg1AohB/96EfYt28fEokEBgcHzeavqqrCxo0bcd1112H9+vUoLS1FSUmJCTAlo9SgUm7a8fFxFBcXn5f2xM/Y9PQwmmYqTAKBAFauXIna2lpTbLGzsxOFhYVoaGhAT0+POXw4Fovh5MmThg6BXMA0m3rrA4GAEfT/8A//gI6ODuzYsQO//e1v0dPTYw50CYfDmD9/Pu666y5cddVVHo2UDiXHcZBIJEwFEBbypALBWn78ns3ASQfsG2GhQCCAj33sY1ixYgVeeuklw3SZ7N/T0+OBFGaizXqGRsDfDp3QcApKNALolOKscqH4DzcVvYI0gzix3JjciHQi2NUEdCG5QRX4JrDuTIc7lJWVGTOFpgUZieJPdnoXNb1AIIC7774bExMT+OUvf4menh4To/bd734Xv//973HXXXdhw4YNRsIyPigQCJhcV47r1KlTnjQqZVLUhmhaUjvRqhjEvsgQOHa+g6Czmp0keM4dsTgygM7OTnR1dSEajSKTyZjwg3Q6jfb2dtTW1mL58uUYGRnBnj170NbWZtJxqAVVVVWhoaEBV1xxBa677jqsWLHCs6Zcf5pdiuFxfYuKihCPxz1VazU8hrTGd+r37ZCTQCCAG264AadPn8a5c+cQjUZRV1eH2tpazzFz6XQaQ0NDAHKMkrSmCfj8nPmaDGUqKSnB3XffjY985CNobm7G2bNnceDAASxZsgSf/OQnzX5QZqb9VqcLtXwNoCamR6WAfSksLDQ5oBqaQ9ouKirCunXrUFdXh8rKSuzevducY8FMDRu2eTtt1jO0goICNDQ0IBwOm0RvPe4LyHnhyHiYpO04jklfIcDK+1SKsronF5KeTTU1FEvioioRqCnGDUMGWlhYiNLSUs/hI+wrx0OzVIlJmQffce+99yIcDuOxxx7D0aNHEY/HMTY2hv7+fpw7dw433XQTHnro/GizTwAAEQ9JREFUIaTTaRQVFZlTk1KpFIaGhrBr1y4cP34cAwMDJmCTREt8iKdRKQY3Pj5uMBKOkdpjJpMt40OPsQohbgQyM22EE9j6+/sB5DyiZ86cwY9//GOjVZWVlaGpqQmJRMKA4tSoAWD16tVYsmQJ7rvvPixfvtxsTsUTJydzR9yp9q6eWo6XqUtcY/6w7zoexSdVwGYyGdx555145JFHjNBMJBLw+/2oqalBf3+/8cBGo1GP51vfp/iqMiKbMY2Pj6OxsRHl5eXYvn07JicnEYvFPM+kAFJ4oKioyMM4GXBNBshDl1m7Tt+bz+RmP/nempoafPSjH8X69evxyiuvoK2tDd3d3XAcB729vRflAW+lzXqGNj4+jra2NhQVFRmNi5gKGQulBJA7MYkaB8MQuJDq8aSnj58x10+Jku/RcA9KZRKwamnj4+NIpVKePD2/32+O4stksjmC7DsZg8/nM/1VxwWbYjd/8Rd/gcLCQjz66KM4fvw4gKz0bW5uNpHaX/jCF9DY2GgKOXZ1deFv//ZvjbfNPuOTIRhArlJFvn4Q6+Mc0ExX7dTny51iT22Rpr3icOFwGPPmzTNMU80tboz29nazngS8A4GAMdWKiorMeaNf+cpXcNlll6G2thatra0eLyTNN8bu8VBlfm6PkfNgm6PcpDauqkJNHSA+nw9r1qxBQ0MDWltbjfnGuD8K2MnJSfT39yMajZpcU4L1Ghpjv4t90gop1I65fhoORFphP+mRJvBPK4XmJukxmUx6qo8ow1Ua1swSrqe+f8GCBbjvvvvQ29uL9vZ2+P1+/OQnP3nT/OCN2qxnaDRLysvLTZCjz+fD0NCQSTqPRqOG8RAXISGouchKByp1aeL5/X5TUojP4nU+UxmZHXKhTI3aDjci8Q4NOwByh0qMj48bcJ3PoWS0N9TU1BSGhoZw8803Y/Xq1di1axeeeuopHD9+3GCJ586dw6FDh7B8+XKsWLECa9aswc9+9jMcO3bM4CrEiOy+cM41TYafZzK5ig4cM50MyjwodNhvCiAyZYZLTE1N4Z577sEf/vAHjIyMeDYCBQ/LPbM/w8PDpk+lpaXYsGEDbrzxRqOdFRYWGi2TYSHsrworHQMZnuKIxE6ZdM7xcJ6YCWJnVSgeyc0fCoWwadMm7N69GwBMVH1JSYkxhX0+H4aHh/HUU0/h/vvvN4yOY7XNYvbBzn7h/JFZ8X9+j9qzWh/UXqldU6gw3VC1RmrUfFdJSYnZM7RGaBJTM+c+pCU0MTGB+vp6NDQ0IBQK4Ze//OVbZQsXbLOeoVE1plQbHx9HaWkpqqurTVQ/PUaUVCQshjEQVyOmA+SqdSjTovTl5+pd4gLqpiX4qbiJmm9kGPSq0rNKIgFy5Yn5t2oCthSmJkViXrhwIbZv344FCxbgueeewyuvvGJik5hs/uqrrxqiY5WNhQsXGgZ0+vRpjI6OoqqqypgqJGgSZTgcNptew0tIwCyFTsLlhuM8aRS+ptvQjLzssstw/Phxs6m2b9+O/fv3o729HRMTEybchSEAFETr1q3DAw88gBtvvNFUr9CqG4qbcv4IO2hmCemF66NZF0ydYsBpf38/hoaGTEQ8hVYwGDRhRDo+aqc33XQTHnnkEYOtplIpE3zb2tpqmHdbWxtGR0c9priGxqhHWZm1zUxt7zbHqUydpiOZjp7gDuTObuD8aXS/4tn0WBNmoXY4OjpqsFulaZY110o1M9VmPUNTs4xqOpAF3Vm0jvgONxoPSiVDoZpPgF1d8HbSO5ALqszn1aQWpiavLfFHRkYM4QK5ApFAjtCovqvnyPZ4KlFqVLoyxgULFqCurg5btmzBv/zLv+DMmTNobm7G4OAgpqayuZKJRMLgifPnz8cDDzyAa6+9Ful0Gi+++CLa29tx2WWXYdWqVYZ4yejJjBndTUyO4wdgjsTTeSWTp5eMawnk8DcAWLVqFb74xS/i6NGjCAQCaGxsRGNjI26++Wbs378fxcXFWLJkCVpbW7Fjxw6cOXMG4+PjuPLKK/GpT30KW7duNWvG+CmaUDqvSg/5TEn2lf0kLTU1NaGqqgpdXV3IZLKxi7/5zW/gutlqx+Xl5aiqqjJHEurzOEcTExNYvnw56uvr0dPTY6qSfOhDH8KxY8fQ1tZm3nfy5EnDKJU2bDohvdkanI31kY6UAfJeapBkaprtQg84n8XP6chgVQ5CC3RC0eKgRk9LRR1dVBrslMWZaLOeofn9fhPywFCGUCgEn89nakbRxGDTwn08WksTq4lZ0PtHnEHroan3MZ+6r/iLena4oVWr4/sHBweNpkmJTGKywX8+j7/5N7EuEh7xEgD4+te/jlOnTuHFF1/E3r17ce7cOcRiMUxMTKC8vBwNDQ1Yvnw5rrnmGlRXVwMAPvOZz5gDiFlemv3WuviFhYXmeEAdNxkf55wbTzeLakm8pgUZly1bhg0bNpgUM9d1UVdXhzVr1hht4YorrsC1116LXbt2IZPJYNWqVdi6det5pr8e2MK5V8xPsSbd+NS4SR8+n8+cYEQti/f/53/+J3bu3IlwOIyysjLMmzcPDQ0NuPLKK7Fx40ZUVlYauiLjiUQiWLNmDU6fPo3h4WEkk0kcPXrUYMBs/f396O3tNeW4Fc/juEgLqqGxaehIPuamYRI0I+lIIyOjVcFnMcuFMX4AjLkcDodNiBMxaJ1r0jsFDmM8GeeptD0TbdYzNBLpyMgIRkZGjB0eCATO09jIgHRTZjIZTylmVZcJams8lppTgJeQ8qnHynRU8qmm5fP5THlvMjvGAOl7bScD36vS2K7/ZhPrihUrcNlll+G+++5DZ2enCZpNp9Oor69HU1MTAJg8VzJVZTqqWYyNjRkTwu/3G9xS49eUUeUzmTV0g+Mg8ByLxUwZI+0LhQDnNhAIYMmSJSZ1R6s/cC5sAaQbkzSimpq9fgq+U8jomICs9sd5JX3wSMCHH34YCxYsQFNTE2pra7F06VLccMMNWLhwIQYHB3HNNddgz549GBoaQl9fH3bt2uWp9Do+Po7BwUEcPnwYTU1NZh5suuMYbfxWcTO1NtgUJ+X/vIcalJrp/IzmKDUvxXPpgeZcEIbgvtXKyNyLGpD8J6ehqdSlyk93O5kCJb6GRADeMtSKrSkBaKAk/6Zk5TvVM2eboTajU6mo13kYi8bF8bAU1eqUAPm/grvMeiAeSKLgfHDcgUAACxYswLJly0wYCZ0PavZyA9tjVq8jw0noMWVfqGWR0MnIubFc1zVJz4CX6ZPZ0EGgZgk3Mp/FzUXNmB5TxT/ZqH27rmscQtQ0+N7h4WGjYeh42Ec72FjXxXEcNDY2IhgMIpVKmeqtjMUaGBjA4cOHAWRPT//hD3+IhoYGrF+/HldccQVWrVqFjo4OU0w0HA4jEomgu7sbExMTiMfjaG5uxt13321oX5mQwhiKE6pmpFEA9nd0bdhoLqqGTUcAFQBW4qBlo7mvtiNEtWRGGHAtqa3Z4VAz1WY9Q2MIQGlpqcHAFA+gVNAEZRKnSgtKXVVvKfnV86WfccG4afgcdafrs9nymamVlZWed/B+e1Ft9ZtEqptKtSQFefVZNK1oItOU0HkjU1Dzy54LNd1t4lWckMHK/D7fo5Up+D2dV51fzoma69pnZTDUNuyAZhUktvnDIpY023mvguXaP6VBnbf58+ejoqLCRNcPDw9jdHTU1L9jQHR7eztSqRQOHjyIJ598EkuWLPFolOPj44jH4/D7/SY633GySd/pdNrEwenJU9pnroHSqt5nY7K8bmeOcB/owTf0Vqp3l5kutI7s9C/ON5kttTPGKIbDYTMmam2c05lqs56hKTHSU0fbXz1olCiqqdG7yc2umoISgWoGtimi0oWNUksX481IGt5PTxuJm6YoN5YSkRKfahOKY6nJCMAESupmpzajtd7UXOEc6nPzmWV6L0vTqOnLzcox0FTlZzaz57jIWC80b+yzroOC3Bo4yvWhF4+4HOeSQaKqneZjbPlacXExioqK8OCDD+L111/HSy+9ZDAyVrKlJsP0IY757NmzxrMXCATMWZcs/EnGzvp96klkU1xOGTd/24LZnjeFFtioDet91OQ0tChfLCb3ZnFxsYltpAlKSyGTyZjkfDK3d4KZAe8BhkaGQy+f4hz80Q2kmopGiQNeENUGTe3NpM+lmWObtPye4mAXGgML5tGNTbc/TWZqG7wfyGpi9Giq5w6A+S7/5m/VsOxodjpSuMEVZ7EDZrnplMFxLqj96RzaGp1tAtlCxW75AG5tuo66fvZ66JwrkK/apTJYvtsWdnbf+AyeMhaPx7F69WqcOHHC1Onz+/1Ys2YNUqkUXnvtNQMzdHV1mdplTLdivxl+wwOXo9EohoeH0d/fbw7wYctHp/nm1L5mC2MKQD0ljJ/ly+agw4x0qtCNYrlaep2fqSbMECru5wvRwttpzkzbsDPdHMdJADjxbvfjXWjVyNaY+1Nrc+P+02rVAEKu686biYfNeg0NwAnXdTe/2534YzfHcfbNjftPp/2Jj7tppp53/rFAc22uzbW59h5tcwxtrs21ufa+ae8Fhvb9d7sD71KbG/efVpsb9wy0We8UmGtzba7NtTfb3gsa2lyba3Ntrr2pNsfQ5tpcm2vvmzZrGZrjOLc7jnPCcZxTjuN87d3uz0w3x3FaHcc54jjOQcdx9k1fq3QcZ4fjOC3Tvyvk/q9Pz8UJx3E+8O71/K01x3F+6DhOn5M98pDX3vI4Hce5Ynq+TjmO813nYuH8s6RdYOz/w3Gczul1P+g4zp3y2Xt+7I7jNDqO84LjOMcdx3ndcZwvT1//46y5nUw9G34A+AGcBrAE2UOMDwFY/W73a4bH2Aqg2rr2/wD42vTfXwPwP6f/Xj09B0UAFk/Pjf/dHsObHOc2AJsAHH074wSwB8C1ABxkz3S9490e2yWO/X8A+Ks8974vxg6gHsCm6b9LAZycHtsfZc1nq4Z2FYBTruuecV13HMAjAO55l/v0x2j3AGCB9Z8A+LBcf8R13THXdc8COIXsHM365rruTgBD1uW3NE7HceoBlLmuu9vNUvr/ku/M2naBsV+ovS/G7rput+u6+6f/TgA4DqABf6Q1n60MrQFAu/zfMX3t/dRcAM84jvOa4zifn75W67puN5AlDAA109ffb/PxVsfZMP23ff292v6b4ziHp01Sml7vu7E7jtMEYCOAV/FHWvPZytDy2crvt/iS61zX3QTgDgBfdBxn20Xu/VOYD+DC43w/jf9fASwFsAFAN4B/mr7+vhq74zhhAL8E8H+7rhu/2K15rl3yuGcrQ+sA0Cj/LwDQ9S715R1prut2Tf/uA/A4siZk77SqjenffdO3v9/m462Os2P6b/v6e665rtvruu6U67oZAP8fctDB+2bsjuMUIMvM/rfruv85ffmPsuazlaHtBbDMcZzFjuMUAvg4gF+/y32aseY4TshxnFL+DeA2AEeRHeOnp2/7NIAnpv/+NYCPO45T5DjOYgDLkAVM36vtLY1z2kRJOI5zzbSn61PynfdU46aebh9Bdt2B98nYp/v4AwDHXdf9f+WjP86av9tekYt4S+5E1kNyGsA33u3+zPDYliDr2TkE4HWOD0AVgOcAtEz/rpTvfGN6Lk5gFnu58oz1YWRNqwlkpe5DlzJOAJuR3fynAXwP01kus/nnAmP/DwBHABye3sz176exA9iKrGl4GMDB6Z87/1hrPpf6NNfm2lx737TZanLOtbk21+baW25zDG2uzbW59r5pcwxtrs21ufa+aXMMba7Ntbn2vmlzDG2uzbW59r5pcwxtrs21ufa+aXMMba7Ntbn2vmn/Pw2YTsVTe17GAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 取前50%个特征，对图像进行还原\n",
    "get_image_feature(s, 50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 取500%个特征，对图像进行还原\n",
    "get_image_feature(s, 500)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.8.0 64-bit ('Bi_env': venv)",
   "language": "python",
   "name": "python38064bitbienvvenvba07af95a1bb4b078aa8134bba84dff2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
